apriori-rule
Stephen K. Ng’etich
8/11/2021
Prerequisite
Linux program
R-base build-essential
R Packages
|package|Function| |…….|……..| |arules|provides the infrastructure for representing, manipulating, and analyzing transaction data and patterns.| |arulesViz|package is used for visualizing Association Rules and Frequent Itemsets. It extends the package arules with various visualization techniques for association rules and itemsets. The package also includes several interactive visualizations for rule exploration.| |RColorBrewer|ColorBrewer Palette which provides color schemes for maps and other graphics.|
devtools::install_github("mhahsler/arulesViz") to install aruleViz library
library(arules)## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, writelibrary(arulesViz)
library(RColorBrewer)#Assosiation Mining Rule ## Apriori Mining rule
Load Dataset
#data_set = read.csv('dataset.csv')
trans<-read.transactions(file='dataset.csv', format="basket", sep="," ,header= TRUE)
inspect(head(trans,3))## items
## [1] {dischromic _patches,
## Fungal infection,
## itching,
## nodal_skin_eruptions,
## skin_rash}
## [2] {dischromic _patches,
## Fungal infection,
## nodal_skin_eruptions,
## skin_rash}
## [3] {dischromic _patches,
## Fungal infection,
## itching,
## nodal_skin_eruptions}Applying apriori() function
#rules <- apriori(trans, parameter = list(supp = 0.0001, conf = 0.5))
rules<-apriori(trans,parameter=list(support=0.06, confidence=0.5,minlen=3,maxlen=6)) ## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.5 0.1 1 none FALSE TRUE 5 0.06 3
## maxlen target ext
## 6 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 295
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[172 item(s), 4920 transaction(s)] done [0.00s].
## sorting and recoding items ... [31 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 5 6## Warning in apriori(trans, parameter = list(support = 0.06, confidence = 0.5, :
## Mining stopped (maxlen reached). Only patterns up to a length of 6 returned!## done [0.00s].
## writing ... [916 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].Applying inspect() function
inspect(rules[20:30])## lhs rhs support confidence coverage
## [1] {chills,phlegm} => {cough} 0.06463415 0.9464286 0.06829268
## [2] {chills,cough} => {phlegm} 0.06463415 0.9814815 0.06585366
## [3] {cough,phlegm} => {malaise} 0.06585366 0.9642857 0.06829268
## [4] {malaise,phlegm} => {cough} 0.06585366 0.9473684 0.06951220
## [5] {cough,malaise} => {phlegm} 0.06585366 0.9818182 0.06707317
## [6] {cough,phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268
## [7] {high_fever,phlegm} => {cough} 0.06463415 0.9464286 0.06829268
## [8] {cough,high_fever} => {phlegm} 0.06463415 0.7464789 0.08658537
## [9] {cough,phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268
## [10] {fatigue,phlegm} => {cough} 0.06463415 0.9464286 0.06829268
## [11] {cough,fatigue} => {phlegm} 0.06463415 0.7571429 0.08536585
## lift count
## [1] 8.256079 318
## [2] 13.640929 318
## [3] 6.758242 324
## [4] 8.264278 324
## [5] 13.645609 324
## [6] 3.418817 318
## [7] 8.256079 318
## [8] 10.374791 318
## [9] 2.410160 318
## [10] 8.256079 318
## [11] 10.523002 318Using itemFrequencyPlot() function
arules::itemFrequencyPlot(trans, topN = 20,
col = brewer.pal(8, 'Pastel2'),
main = 'Relative Item Frequency Plot',
type = "relative",
ylab = "Item Frequency (Relative)")
sorted_rules = sort(rules, by="support", decreasing = TRUE)
inspect(sorted_rules)## lhs rhs support confidence coverage lift count
## [1] {yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.12804878 0.9545455 0.13414634 4.076705 630
## [2] {loss_of_appetite,
## yellowish_skin} => {yellowing_of_eyes} 0.12804878 0.9633028 0.13292683 5.808149 630
## [3] {loss_of_appetite,
## yellowing_of_eyes} => {yellowish_skin} 0.12804878 0.8015267 0.15975610 4.324026 630
## [4] {abdominal_pain,
## yellowish_skin} => {vomiting} 0.12560976 0.8110236 0.15487805 2.084763 618
## [5] {vomiting,
## yellowish_skin} => {abdominal_pain} 0.12560976 0.9537037 0.13170732 4.546727 618
## [6] {abdominal_pain,
## vomiting} => {yellowish_skin} 0.12560976 0.7103448 0.17682927 3.832123 618
## [7] {abdominal_pain,
## yellowing_of_eyes} => {loss_of_appetite} 0.10975610 0.9574468 0.11463415 4.089096 540
## [8] {loss_of_appetite,
## yellowing_of_eyes} => {abdominal_pain} 0.10975610 0.6870229 0.15975610 3.275342 540
## [9] {abdominal_pain,
## loss_of_appetite} => {yellowing_of_eyes} 0.10975610 0.8256881 0.13292683 4.978413 540
## [10] {loss_of_appetite,
## yellowing_of_eyes} => {vomiting} 0.10975610 0.6870229 0.15975610 1.766015 540
## [11] {vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.10975610 0.9677419 0.11341463 4.133065 540
## [12] {loss_of_appetite,
## vomiting} => {yellowing_of_eyes} 0.10975610 0.7031250 0.15609756 4.239430 540
## [13] {yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.10853659 0.8090909 0.13414634 3.857294 534
## [14] {abdominal_pain,
## yellowish_skin} => {yellowing_of_eyes} 0.10853659 0.7007874 0.15487805 4.225336 534
## [15] {abdominal_pain,
## yellowing_of_eyes} => {yellowish_skin} 0.10853659 0.9468085 0.11463415 5.107783 534
## [16] {loss_of_appetite,
## yellowing_of_eyes} => {fatigue} 0.10853659 0.6793893 0.15975610 1.730122 534
## [17] {fatigue,
## yellowing_of_eyes} => {loss_of_appetite} 0.10853659 0.9673913 0.11219512 4.131567 534
## [18] {fatigue,
## loss_of_appetite} => {yellowing_of_eyes} 0.10853659 0.6899225 0.15731707 4.159827 534
## [19] {chills,
## high_fever} => {fatigue} 0.10731707 0.8000000 0.13414634 2.037267 528
## [20] {chills,
## fatigue} => {high_fever} 0.10731707 0.9565217 0.11219512 3.455277 528
## [21] {fatigue,
## high_fever} => {chills} 0.10731707 0.5398773 0.19878049 3.328567 528
## [22] {loss_of_appetite,
## nausea} => {vomiting} 0.10731707 0.7927928 0.13536585 2.037900 528
## [23] {nausea,
## vomiting} => {loss_of_appetite} 0.10731707 0.5398773 0.19878049 2.305726 528
## [24] {loss_of_appetite,
## vomiting} => {nausea} 0.10731707 0.6875000 0.15609756 2.951571 528
## [25] {abdominal_pain,
## yellowish_skin} => {loss_of_appetite} 0.10609756 0.6850394 0.15487805 2.925689 522
## [26] {loss_of_appetite,
## yellowish_skin} => {abdominal_pain} 0.10609756 0.7981651 0.13292683 3.805206 522
## [27] {abdominal_pain,
## loss_of_appetite} => {yellowish_skin} 0.10609756 0.7981651 0.13292683 4.305891 522
## [28] {nausea,
## yellowing_of_eyes} => {loss_of_appetite} 0.10609756 0.9560440 0.11097561 4.083104 522
## [29] {loss_of_appetite,
## yellowing_of_eyes} => {nausea} 0.10609756 0.6641221 0.15975610 2.851205 522
## [30] {loss_of_appetite,
## nausea} => {yellowing_of_eyes} 0.10609756 0.7837838 0.13536585 4.725755 522
## [31] {high_fever,
## malaise} => {fatigue} 0.10609756 0.9456522 0.11219512 2.408183 522
## [32] {fatigue,
## malaise} => {high_fever} 0.10609756 0.7837838 0.13536585 2.831289 522
## [33] {fatigue,
## high_fever} => {malaise} 0.10609756 0.5337423 0.19878049 3.740758 522
## [34] {headache,
## nausea} => {vomiting} 0.10609756 0.9456522 0.11219512 2.430830 522
## [35] {headache,
## vomiting} => {nausea} 0.10609756 0.8130841 0.13048780 3.490728 522
## [36] {nausea,
## vomiting} => {headache} 0.10609756 0.5337423 0.19878049 2.315707 522
## [37] {nausea,
## vomiting} => {fatigue} 0.10609756 0.5337423 0.19878049 1.359220 522
## [38] {fatigue,
## nausea} => {vomiting} 0.10609756 0.7909091 0.13414634 2.033058 522
## [39] {fatigue,
## vomiting} => {nausea} 0.10609756 0.6850394 0.15487805 2.941007 522
## [40] {high_fever,
## vomiting} => {fatigue} 0.10609756 0.7981651 0.13292683 2.032594 522
## [41] {fatigue,
## high_fever} => {vomiting} 0.10609756 0.5337423 0.19878049 1.372002 522
## [42] {fatigue,
## vomiting} => {high_fever} 0.10609756 0.6850394 0.15487805 2.474592 522
## [43] {dark_urine,
## yellowish_skin} => {abdominal_pain} 0.10487805 0.9555556 0.10975610 4.555556 516
## [44] {abdominal_pain,
## dark_urine} => {yellowish_skin} 0.10487805 0.9450549 0.11097561 5.098323 516
## [45] {abdominal_pain,
## yellowish_skin} => {dark_urine} 0.10487805 0.6771654 0.15487805 5.845006 516
## [46] {yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.10487805 0.7818182 0.13414634 3.356497 516
## [47] {nausea,
## yellowish_skin} => {yellowing_of_eyes} 0.10487805 0.9555556 0.10975610 5.761438 516
## [48] {nausea,
## yellowing_of_eyes} => {yellowish_skin} 0.10487805 0.9450549 0.11097561 5.098323 516
## [49] {nausea,
## yellowish_skin} => {loss_of_appetite} 0.10487805 0.9555556 0.10975610 4.081019 516
## [50] {loss_of_appetite,
## yellowish_skin} => {nausea} 0.10487805 0.7889908 0.13292683 3.387290 516
## [51] {loss_of_appetite,
## nausea} => {yellowish_skin} 0.10487805 0.7747748 0.13536585 4.179706 516
## [52] {abdominal_pain,
## nausea} => {vomiting} 0.10487805 0.9450549 0.11097561 2.429295 516
## [53] {abdominal_pain,
## vomiting} => {nausea} 0.10487805 0.5931034 0.17682927 2.546308 516
## [54] {nausea,
## vomiting} => {abdominal_pain} 0.10487805 0.5276074 0.19878049 2.515337 516
## [55] {abdominal_pain,
## loss_of_appetite} => {vomiting} 0.10487805 0.7889908 0.13292683 2.028127 516
## [56] {abdominal_pain,
## vomiting} => {loss_of_appetite} 0.10487805 0.5931034 0.17682927 2.533046 516
## [57] {loss_of_appetite,
## vomiting} => {abdominal_pain} 0.10487805 0.6718750 0.15609756 3.203125 516
## [58] {abdominal_pain,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.10365854 0.9550562 0.10853659 4.078886 510
## [59] {loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.10365854 0.8095238 0.12804878 3.859358 510
## [60] {abdominal_pain,
## loss_of_appetite,
## yellowish_skin} => {yellowing_of_eyes} 0.10365854 0.9770115 0.10609756 5.890805 510
## [61] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {yellowish_skin} 0.10365854 0.9444444 0.10975610 5.095029 510
## [62] {nausea,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.10000000 0.9534884 0.10487805 4.072190 492
## [63] {loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.10000000 0.7809524 0.12804878 3.352780 492
## [64] {loss_of_appetite,
## nausea,
## yellowish_skin} => {yellowing_of_eyes} 0.10000000 0.9534884 0.10487805 5.748974 492
## [65] {loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {yellowish_skin} 0.10000000 0.9425287 0.10609756 5.084694 492
## [66] {loss_of_appetite,
## malaise} => {fatigue} 0.08902439 0.9480519 0.09390244 2.414294 438
## [67] {fatigue,
## malaise} => {loss_of_appetite} 0.08902439 0.6576577 0.13536585 2.808746 438
## [68] {fatigue,
## loss_of_appetite} => {malaise} 0.08902439 0.5658915 0.15731707 3.966077 438
## [69] {dark_urine,
## yellowing_of_eyes} => {abdominal_pain} 0.08780488 0.9600000 0.09146341 4.576744 432
## [70] {abdominal_pain,
## dark_urine} => {yellowing_of_eyes} 0.08780488 0.7912088 0.11097561 4.770524 432
## [71] {abdominal_pain,
## yellowing_of_eyes} => {dark_urine} 0.08780488 0.7659574 0.11463415 6.611422 432
## [72] {dark_urine,
## yellowing_of_eyes} => {loss_of_appetite} 0.08780488 0.9600000 0.09146341 4.100000 432
## [73] {dark_urine,
## loss_of_appetite} => {yellowing_of_eyes} 0.08780488 0.9863014 0.08902439 5.946817 432
## [74] {loss_of_appetite,
## yellowing_of_eyes} => {dark_urine} 0.08780488 0.5496183 0.15975610 4.744074 432
## [75] {dark_urine,
## yellowish_skin} => {yellowing_of_eyes} 0.08658537 0.7888889 0.10975610 4.756536 426
## [76] {dark_urine,
## yellowing_of_eyes} => {yellowish_skin} 0.08658537 0.9466667 0.09146341 5.107018 426
## [77] {yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.08658537 0.6454545 0.13414634 5.571292 426
## [78] {joint_pain,
## nausea} => {loss_of_appetite} 0.08658537 0.9726027 0.08902439 4.153824 426
## [79] {joint_pain,
## loss_of_appetite} => {nausea} 0.08658537 0.9594595 0.09024390 4.119145 426
## [80] {loss_of_appetite,
## nausea} => {joint_pain} 0.08658537 0.6396396 0.13536585 4.600917 426
## [81] {abdominal_pain,
## yellowing_of_eyes} => {nausea} 0.08658537 0.7553191 0.11463415 3.242731 426
## [82] {nausea,
## yellowing_of_eyes} => {abdominal_pain} 0.08658537 0.7802198 0.11097561 3.719652 426
## [83] {abdominal_pain,
## nausea} => {yellowing_of_eyes} 0.08658537 0.7802198 0.11097561 4.704266 426
## [84] {abdominal_pain,
## yellowing_of_eyes} => {vomiting} 0.08658537 0.7553191 0.11463415 1.941573 426
## [85] {vomiting,
## yellowing_of_eyes} => {abdominal_pain} 0.08658537 0.7634409 0.11341463 3.639660 426
## [86] {chills,
## headache} => {high_fever} 0.08658537 0.9594595 0.09024390 3.465889 426
## [87] {chills,
## high_fever} => {headache} 0.08658537 0.6454545 0.13414634 2.800385 426
## [88] {headache,
## high_fever} => {chills} 0.08658537 0.7717391 0.11219512 4.758091 426
## [89] {headache,
## high_fever} => {fatigue} 0.08658537 0.7717391 0.11219512 1.965298 426
## [90] {fatigue,
## headache} => {high_fever} 0.08658537 0.7717391 0.11219512 2.787780 426
## [91] {loss_of_appetite,
## nausea} => {fatigue} 0.08658537 0.6396396 0.13536585 1.628896 426
## [92] {fatigue,
## nausea} => {loss_of_appetite} 0.08658537 0.6454545 0.13414634 2.756629 426
## [93] {fatigue,
## loss_of_appetite} => {nausea} 0.08658537 0.5503876 0.15731707 2.362921 426
## [94] {high_fever,
## loss_of_appetite} => {fatigue} 0.08658537 0.9466667 0.09146341 2.410766 426
## [95] {fatigue,
## loss_of_appetite} => {high_fever} 0.08658537 0.5503876 0.15731707 1.988184 426
## [96] {loss_of_appetite,
## vomiting} => {fatigue} 0.08658537 0.5546875 0.15609756 1.412558 426
## [97] {fatigue,
## loss_of_appetite} => {vomiting} 0.08658537 0.5503876 0.15731707 1.414789 426
## [98] {fatigue,
## vomiting} => {loss_of_appetite} 0.08658537 0.5590551 0.15487805 2.387631 426
## [99] {abdominal_pain,
## dark_urine} => {loss_of_appetite} 0.08536585 0.7692308 0.11097561 3.285256 420
## [100] {dark_urine,
## loss_of_appetite} => {abdominal_pain} 0.08536585 0.9589041 0.08902439 4.571520 420
## [101] {abdominal_pain,
## loss_of_appetite} => {dark_urine} 0.08536585 0.6422018 0.13292683 5.543216 420
## [102] {joint_pain,
## loss_of_appetite} => {vomiting} 0.08536585 0.9459459 0.09024390 2.431585 420
## [103] {joint_pain,
## vomiting} => {loss_of_appetite} 0.08536585 0.9722222 0.08780488 4.152199 420
## [104] {loss_of_appetite,
## vomiting} => {joint_pain} 0.08536585 0.5468750 0.15609756 3.933662 420
## [105] {yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.08536585 0.6363636 0.13414634 1.635794 420
## [106] {vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.08536585 0.6481481 0.13170732 3.907952 420
## [107] {vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.08536585 0.7526882 0.11341463 4.060555 420
## [108] {nausea,
## yellowing_of_eyes} => {vomiting} 0.08536585 0.7692308 0.11097561 1.977333 420
## [109] {vomiting,
## yellowing_of_eyes} => {nausea} 0.08536585 0.7526882 0.11341463 3.231436 420
## [110] {chills,
## high_fever} => {vomiting} 0.08536585 0.6363636 0.13414634 1.635794 420
## [111] {chills,
## vomiting} => {high_fever} 0.08536585 0.9589041 0.08902439 3.463883 420
## [112] {high_fever,
## vomiting} => {chills} 0.08536585 0.6422018 0.13292683 3.959440 420
## [113] {abdominal_pain,
## nausea} => {loss_of_appetite} 0.08536585 0.7692308 0.11097561 3.285256 420
## [114] {abdominal_pain,
## loss_of_appetite} => {nausea} 0.08536585 0.6422018 0.13292683 2.757097 420
## [115] {loss_of_appetite,
## nausea} => {abdominal_pain} 0.08536585 0.6306306 0.13536585 3.006495 420
## [116] {abdominal_pain,
## fatigue} => {vomiting} 0.08536585 0.7608696 0.11219512 1.955840 420
## [117] {fatigue,
## vomiting} => {abdominal_pain} 0.08536585 0.5511811 0.15487805 2.627724 420
## [118] {high_fever,
## nausea} => {vomiting} 0.08536585 0.9459459 0.09024390 2.431585 420
## [119] {high_fever,
## vomiting} => {nausea} 0.08536585 0.6422018 0.13292683 2.757097 420
## [120] {dark_urine,
## yellowish_skin} => {loss_of_appetite} 0.08414634 0.7666667 0.10975610 3.274306 414
## [121] {dark_urine,
## loss_of_appetite} => {yellowish_skin} 0.08414634 0.9452055 0.08902439 5.099135 414
## [122] {loss_of_appetite,
## yellowish_skin} => {dark_urine} 0.08414634 0.6330275 0.13292683 5.464027 414
## [123] {abdominal_pain,
## dark_urine} => {vomiting} 0.08414634 0.7582418 0.11097561 1.949085 414
## [124] {dark_urine,
## vomiting} => {abdominal_pain} 0.08414634 0.9583333 0.08780488 4.568798 414
## [125] {abdominal_pain,
## dark_urine} => {fatigue} 0.08414634 0.7582418 0.11097561 1.930926 414
## [126] {dark_urine,
## fatigue} => {abdominal_pain} 0.08414634 0.9583333 0.08780488 4.568798 414
## [127] {abdominal_pain,
## fatigue} => {dark_urine} 0.08414634 0.7500000 0.11219512 6.473684 414
## [128] {joint_pain,
## nausea} => {vomiting} 0.08414634 0.9452055 0.08902439 2.429682 414
## [129] {joint_pain,
## vomiting} => {nausea} 0.08414634 0.9583333 0.08780488 4.114311 414
## [130] {yellowing_of_eyes,
## yellowish_skin} => {fatigue} 0.08414634 0.6272727 0.13414634 1.597403 414
## [131] {fatigue,
## yellowish_skin} => {yellowing_of_eyes} 0.08414634 0.7666667 0.10975610 4.622549 414
## [132] {fatigue,
## yellowing_of_eyes} => {yellowish_skin} 0.08414634 0.7500000 0.11219512 4.046053 414
## [133] {abdominal_pain,
## yellowish_skin} => {nausea} 0.08414634 0.5433071 0.15487805 2.332523 414
## [134] {nausea,
## yellowish_skin} => {abdominal_pain} 0.08414634 0.7666667 0.10975610 3.655039 414
## [135] {abdominal_pain,
## nausea} => {yellowish_skin} 0.08414634 0.7582418 0.11097561 4.090515 414
## [136] {abdominal_pain,
## yellowish_skin} => {fatigue} 0.08414634 0.5433071 0.15487805 1.383577 414
## [137] {fatigue,
## yellowish_skin} => {abdominal_pain} 0.08414634 0.7666667 0.10975610 3.655039 414
## [138] {abdominal_pain,
## fatigue} => {yellowish_skin} 0.08414634 0.7500000 0.11219512 4.046053 414
## [139] {loss_of_appetite,
## yellowish_skin} => {vomiting} 0.08414634 0.6330275 0.13292683 1.627218 414
## [140] {vomiting,
## yellowish_skin} => {loss_of_appetite} 0.08414634 0.6388889 0.13170732 2.728588 414
## [141] {loss_of_appetite,
## vomiting} => {yellowish_skin} 0.08414634 0.5390625 0.15609756 2.908100 414
## [142] {loss_of_appetite,
## yellowish_skin} => {fatigue} 0.08414634 0.6330275 0.13292683 1.612058 414
## [143] {fatigue,
## yellowish_skin} => {loss_of_appetite} 0.08414634 0.7666667 0.10975610 3.274306 414
## [144] {fatigue,
## loss_of_appetite} => {yellowish_skin} 0.08414634 0.5348837 0.15731707 2.885557 414
## [145] {chills,
## malaise} => {high_fever} 0.08414634 0.9452055 0.08902439 3.414399 414
## [146] {chills,
## high_fever} => {malaise} 0.08414634 0.6272727 0.13414634 4.396270 414
## [147] {high_fever,
## malaise} => {chills} 0.08414634 0.7500000 0.11219512 4.624060 414
## [148] {chills,
## malaise} => {fatigue} 0.08414634 0.9452055 0.08902439 2.407045 414
## [149] {chills,
## fatigue} => {malaise} 0.08414634 0.7500000 0.11219512 5.256410 414
## [150] {fatigue,
## malaise} => {chills} 0.08414634 0.6216216 0.13536585 3.832554 414
## [151] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes} => {loss_of_appetite} 0.08414634 0.9583333 0.08780488 4.092882 414
## [152] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {abdominal_pain} 0.08414634 0.9583333 0.08780488 4.568798 414
## [153] {abdominal_pain,
## dark_urine,
## loss_of_appetite} => {yellowing_of_eyes} 0.08414634 0.9857143 0.08536585 5.943277 414
## [154] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {dark_urine} 0.08414634 0.7666667 0.10975610 6.617544 414
## [155] {dark_urine,
## yellowish_skin} => {vomiting} 0.08292683 0.7555556 0.10975610 1.942180 408
## [156] {dark_urine,
## vomiting} => {yellowish_skin} 0.08292683 0.9444444 0.08780488 5.095029 408
## [157] {vomiting,
## yellowish_skin} => {dark_urine} 0.08292683 0.6296296 0.13170732 5.434698 408
## [158] {dark_urine,
## yellowish_skin} => {fatigue} 0.08292683 0.7555556 0.10975610 1.924086 408
## [159] {dark_urine,
## fatigue} => {yellowish_skin} 0.08292683 0.9444444 0.08780488 5.095029 408
## [160] {fatigue,
## yellowish_skin} => {dark_urine} 0.08292683 0.7555556 0.10975610 6.521637 408
## [161] {nausea,
## yellowish_skin} => {vomiting} 0.08292683 0.7555556 0.10975610 1.942180 408
## [162] {vomiting,
## yellowish_skin} => {nausea} 0.08292683 0.6296296 0.13170732 2.703122 408
## [163] {dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.08292683 0.9577465 0.08658537 4.566001 408
## [164] {abdominal_pain,
## dark_urine,
## yellowish_skin} => {yellowing_of_eyes} 0.08292683 0.7906977 0.10487805 4.767442 408
## [165] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes} => {yellowish_skin} 0.08292683 0.9444444 0.08780488 5.095029 408
## [166] {abdominal_pain,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.08292683 0.7640449 0.10853659 6.594914 408
## [167] {dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.08292683 0.9577465 0.08658537 4.090376 408
## [168] {dark_urine,
## loss_of_appetite,
## yellowish_skin} => {yellowing_of_eyes} 0.08292683 0.9855072 0.08414634 5.942029 408
## [169] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {yellowish_skin} 0.08292683 0.9444444 0.08780488 5.095029 408
## [170] {loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.08292683 0.6476190 0.12804878 5.589975 408
## [171] {abdominal_pain,
## nausea,
## yellowing_of_eyes} => {loss_of_appetite} 0.08292683 0.9577465 0.08658537 4.090376 408
## [172] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {nausea} 0.08292683 0.7555556 0.10975610 3.243746 408
## [173] {loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {abdominal_pain} 0.08292683 0.7816092 0.10609756 3.726276 408
## [174] {abdominal_pain,
## loss_of_appetite,
## nausea} => {yellowing_of_eyes} 0.08292683 0.9714286 0.08536585 5.857143 408
## [175] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {vomiting} 0.08292683 0.7555556 0.10975610 1.942180 408
## [176] {abdominal_pain,
## vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.08292683 0.9577465 0.08658537 4.090376 408
## [177] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {abdominal_pain} 0.08292683 0.7555556 0.10975610 3.602067 408
## [178] {abdominal_pain,
## loss_of_appetite,
## vomiting} => {yellowing_of_eyes} 0.08292683 0.7906977 0.10487805 4.767442 408
## [179] {joint_pain,
## loss_of_appetite,
## nausea} => {vomiting} 0.08170732 0.9436620 0.08658537 2.425714 402
## [180] {joint_pain,
## nausea,
## vomiting} => {loss_of_appetite} 0.08170732 0.9710145 0.08414634 4.147041 402
## [181] {joint_pain,
## loss_of_appetite,
## vomiting} => {nausea} 0.08170732 0.9571429 0.08536585 4.109200 402
## [182] {loss_of_appetite,
## nausea,
## vomiting} => {joint_pain} 0.08170732 0.7613636 0.10731707 5.476475 402
## [183] {abdominal_pain,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.08170732 0.7528090 0.10853659 3.231955 402
## [184] {nausea,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.08170732 0.7790698 0.10487805 3.714170 402
## [185] {abdominal_pain,
## nausea,
## yellowish_skin} => {yellowing_of_eyes} 0.08170732 0.9710145 0.08414634 5.854646 402
## [186] {abdominal_pain,
## nausea,
## yellowing_of_eyes} => {yellowish_skin} 0.08170732 0.9436620 0.08658537 5.090808 402
## [187] {abdominal_pain,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.08170732 0.7528090 0.10853659 1.935120 402
## [188] {vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.08170732 0.9571429 0.08536585 4.563123 402
## [189] {abdominal_pain,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.08170732 0.6504854 0.12560976 3.922045 402
## [190] {abdominal_pain,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.08170732 0.9436620 0.08658537 5.090808 402
## [191] {loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.08170732 0.6380952 0.12804878 1.640245 402
## [192] {vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.08170732 0.9571429 0.08536585 4.087798 402
## [193] {loss_of_appetite,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.08170732 0.9710145 0.08414634 5.854646 402
## [194] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.08170732 0.7444444 0.10975610 4.016082 402
## [195] {abdominal_pain,
## nausea,
## yellowing_of_eyes} => {vomiting} 0.08170732 0.9436620 0.08658537 2.425714 402
## [196] {abdominal_pain,
## vomiting,
## yellowing_of_eyes} => {nausea} 0.08170732 0.9436620 0.08658537 4.051324 402
## [197] {nausea,
## vomiting,
## yellowing_of_eyes} => {abdominal_pain} 0.08170732 0.9571429 0.08536585 4.563123 402
## [198] {abdominal_pain,
## nausea,
## vomiting} => {yellowing_of_eyes} 0.08170732 0.7790698 0.10487805 4.697332 402
## [199] {loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {vomiting} 0.08170732 0.7701149 0.10609756 1.979606 402
## [200] {nausea,
## vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.08170732 0.9571429 0.08536585 4.087798 402
## [201] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {nausea} 0.08170732 0.7444444 0.10975610 3.196044 402
## [202] {loss_of_appetite,
## nausea,
## vomiting} => {yellowing_of_eyes} 0.08170732 0.7613636 0.10731707 4.590575 402
## [203] {cough,
## high_fever} => {fatigue} 0.08048780 0.9295775 0.08658537 2.367247 396
## [204] {cough,
## fatigue} => {high_fever} 0.08048780 0.9428571 0.08536585 3.405916 396
## [205] {abdominal_pain,
## dark_urine,
## yellowish_skin} => {loss_of_appetite} 0.08048780 0.7674419 0.10487805 3.277616 396
## [206] {dark_urine,
## loss_of_appetite,
## yellowish_skin} => {abdominal_pain} 0.08048780 0.9565217 0.08414634 4.560162 396
## [207] {abdominal_pain,
## dark_urine,
## loss_of_appetite} => {yellowish_skin} 0.08048780 0.9428571 0.08536585 5.086466 396
## [208] {abdominal_pain,
## loss_of_appetite,
## yellowish_skin} => {dark_urine} 0.08048780 0.7586207 0.10609756 6.548094 396
## [209] {nausea,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.08048780 0.7674419 0.10487805 1.972735 396
## [210] {vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.08048780 0.9428571 0.08536585 4.047868 396
## [211] {nausea,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.08048780 0.9705882 0.08292683 5.852076 396
## [212] {nausea,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.08048780 0.9428571 0.08536585 5.086466 396
## [213] {loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {fatigue} 0.08048780 0.6285714 0.12804878 1.600710 396
## [214] {fatigue,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.08048780 0.9565217 0.08414634 4.085145 396
## [215] {fatigue,
## loss_of_appetite,
## yellowish_skin} => {yellowing_of_eyes} 0.08048780 0.9565217 0.08414634 5.767263 396
## [216] {fatigue,
## loss_of_appetite,
## yellowing_of_eyes} => {yellowish_skin} 0.08048780 0.7415730 0.10853659 4.000591 396
## [217] {abdominal_pain,
## nausea,
## yellowish_skin} => {loss_of_appetite} 0.08048780 0.9565217 0.08414634 4.085145 396
## [218] {abdominal_pain,
## loss_of_appetite,
## yellowish_skin} => {nausea} 0.08048780 0.7586207 0.10609756 3.256906 396
## [219] {loss_of_appetite,
## nausea,
## yellowish_skin} => {abdominal_pain} 0.08048780 0.7674419 0.10487805 3.658734 396
## [220] {abdominal_pain,
## loss_of_appetite,
## nausea} => {yellowish_skin} 0.08048780 0.9428571 0.08536585 5.086466 396
## [221] {abdominal_pain,
## loss_of_appetite,
## yellowish_skin} => {vomiting} 0.08048780 0.7586207 0.10609756 1.950059 396
## [222] {abdominal_pain,
## vomiting,
## yellowish_skin} => {loss_of_appetite} 0.08048780 0.6407767 0.12560976 2.736650 396
## [223] {loss_of_appetite,
## vomiting,
## yellowish_skin} => {abdominal_pain} 0.08048780 0.9565217 0.08414634 4.560162 396
## [224] {abdominal_pain,
## loss_of_appetite,
## vomiting} => {yellowish_skin} 0.08048780 0.7674419 0.10487805 4.140147 396
## [225] {abdominal_pain,
## loss_of_appetite,
## nausea} => {vomiting} 0.08048780 0.9428571 0.08536585 2.423645 396
## [226] {abdominal_pain,
## nausea,
## vomiting} => {loss_of_appetite} 0.08048780 0.7674419 0.10487805 3.277616 396
## [227] {abdominal_pain,
## loss_of_appetite,
## vomiting} => {nausea} 0.08048780 0.7674419 0.10487805 3.294777 396
## [228] {loss_of_appetite,
## nausea,
## vomiting} => {abdominal_pain} 0.08048780 0.7500000 0.10731707 3.575581 396
## [229] {abdominal_pain,
## dark_urine,
## yellowish_skin} => {vomiting} 0.07926829 0.7558140 0.10487805 1.942845 390
## [230] {dark_urine,
## vomiting,
## yellowish_skin} => {abdominal_pain} 0.07926829 0.9558824 0.08292683 4.557114 390
## [231] {abdominal_pain,
## dark_urine,
## vomiting} => {yellowish_skin} 0.07926829 0.9420290 0.08414634 5.081998 390
## [232] {abdominal_pain,
## vomiting,
## yellowish_skin} => {dark_urine} 0.07926829 0.6310680 0.12560976 5.447113 390
## [233] {abdominal_pain,
## dark_urine,
## yellowish_skin} => {fatigue} 0.07926829 0.7558140 0.10487805 1.924744 390
## [234] {dark_urine,
## fatigue,
## yellowish_skin} => {abdominal_pain} 0.07926829 0.9558824 0.08292683 4.557114 390
## [235] {abdominal_pain,
## dark_urine,
## fatigue} => {yellowish_skin} 0.07926829 0.9420290 0.08414634 5.081998 390
## [236] {abdominal_pain,
## fatigue,
## yellowish_skin} => {dark_urine} 0.07926829 0.9420290 0.08414634 8.131198 390
## [237] {abdominal_pain,
## nausea,
## yellowish_skin} => {vomiting} 0.07926829 0.9420290 0.08414634 2.421517 390
## [238] {abdominal_pain,
## vomiting,
## yellowish_skin} => {nausea} 0.07926829 0.6310680 0.12560976 2.709297 390
## [239] {nausea,
## vomiting,
## yellowish_skin} => {abdominal_pain} 0.07926829 0.9558824 0.08292683 4.557114 390
## [240] {abdominal_pain,
## nausea,
## vomiting} => {yellowish_skin} 0.07926829 0.7558140 0.10487805 4.077417 390
## [241] {loss_of_appetite,
## nausea,
## yellowish_skin} => {vomiting} 0.07926829 0.7558140 0.10487805 1.942845 390
## [242] {nausea,
## vomiting,
## yellowish_skin} => {loss_of_appetite} 0.07926829 0.9558824 0.08292683 4.082414 390
## [243] {loss_of_appetite,
## vomiting,
## yellowish_skin} => {nausea} 0.07926829 0.9420290 0.08414634 4.044313 390
## [244] {loss_of_appetite,
## nausea,
## vomiting} => {yellowish_skin} 0.07926829 0.7386364 0.10731707 3.984749 390
## [245] {chills,
## high_fever,
## malaise} => {fatigue} 0.07926829 0.9420290 0.08414634 2.398956 390
## [246] {chills,
## fatigue,
## malaise} => {high_fever} 0.07926829 0.9420290 0.08414634 3.402924 390
## [247] {chills,
## fatigue,
## high_fever} => {malaise} 0.07926829 0.7386364 0.10731707 5.176768 390
## [248] {fatigue,
## high_fever,
## malaise} => {chills} 0.07926829 0.7471264 0.10609756 4.606343 390
## [249] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.07926829 0.9558824 0.08292683 4.082414 390
## [250] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.07926829 0.9558824 0.08292683 4.557114 390
## [251] {abdominal_pain,
## dark_urine,
## loss_of_appetite,
## yellowish_skin} => {yellowing_of_eyes} 0.07926829 0.9848485 0.08048780 5.938057 390
## [252] {abdominal_pain,
## dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {yellowish_skin} 0.07926829 0.9420290 0.08414634 5.081998 390
## [253] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.07926829 0.7647059 0.10365854 6.600619 390
## [254] {abdominal_pain,
## nausea,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.07804878 0.9552239 0.08170732 4.079602 384
## [255] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.07804878 0.7529412 0.10365854 3.232522 384
## [256] {loss_of_appetite,
## nausea,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.07804878 0.7804878 0.10000000 3.720930 384
## [257] {abdominal_pain,
## loss_of_appetite,
## nausea,
## yellowish_skin} => {yellowing_of_eyes} 0.07804878 0.9696970 0.08048780 5.846702 384
## [258] {abdominal_pain,
## loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {yellowish_skin} 0.07804878 0.9411765 0.08292683 5.077399 384
## [259] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.07804878 0.7529412 0.10365854 1.935460 384
## [260] {abdominal_pain,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.07804878 0.9552239 0.08170732 4.079602 384
## [261] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.07804878 0.9552239 0.08170732 4.553974 384
## [262] {abdominal_pain,
## loss_of_appetite,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.07804878 0.9696970 0.08048780 5.846702 384
## [263] {abdominal_pain,
## loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.07804878 0.9411765 0.08292683 5.077399 384
## [264] {abdominal_pain,
## loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {vomiting} 0.07804878 0.9411765 0.08292683 2.419325 384
## [265] {abdominal_pain,
## nausea,
## vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.07804878 0.9552239 0.08170732 4.079602 384
## [266] {abdominal_pain,
## loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {nausea} 0.07804878 0.9411765 0.08292683 4.040653 384
## [267] {loss_of_appetite,
## nausea,
## vomiting,
## yellowing_of_eyes} => {abdominal_pain} 0.07804878 0.9552239 0.08170732 4.553974 384
## [268] {abdominal_pain,
## loss_of_appetite,
## nausea,
## vomiting} => {yellowing_of_eyes} 0.07804878 0.9696970 0.08048780 5.846702 384
## [269] {abdominal_pain,
## nausea,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.07682927 0.9402985 0.08170732 2.417068 378
## [270] {abdominal_pain,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.07682927 0.9402985 0.08170732 4.036884 378
## [271] {nausea,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.07682927 0.9545455 0.08048780 4.550740 378
## [272] {abdominal_pain,
## nausea,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.07682927 0.9692308 0.07926829 5.843891 378
## [273] {abdominal_pain,
## nausea,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.07682927 0.9402985 0.08170732 5.072663 378
## [274] {loss_of_appetite,
## nausea,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.07682927 0.7682927 0.10000000 1.974922 378
## [275] {nausea,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.07682927 0.9545455 0.08048780 4.076705 378
## [276] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.07682927 0.9402985 0.08170732 4.036884 378
## [277] {loss_of_appetite,
## nausea,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.07682927 0.9692308 0.07926829 5.843891 378
## [278] {loss_of_appetite,
## nausea,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.07682927 0.9402985 0.08170732 5.072663 378
## [279] {abdominal_pain,
## loss_of_appetite,
## nausea,
## yellowish_skin} => {vomiting} 0.07560976 0.9393939 0.08048780 2.414743 372
## [280] {abdominal_pain,
## nausea,
## vomiting,
## yellowish_skin} => {loss_of_appetite} 0.07560976 0.9538462 0.07926829 4.073718 372
## [281] {abdominal_pain,
## loss_of_appetite,
## vomiting,
## yellowish_skin} => {nausea} 0.07560976 0.9393939 0.08048780 4.033000 372
## [282] {loss_of_appetite,
## nausea,
## vomiting,
## yellowish_skin} => {abdominal_pain} 0.07560976 0.9538462 0.07926829 4.547406 372
## [283] {abdominal_pain,
## loss_of_appetite,
## nausea,
## vomiting} => {yellowish_skin} 0.07560976 0.9393939 0.08048780 5.067783 372
## [284] {abdominal_pain,
## loss_of_appetite,
## nausea,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.07317073 0.9375000 0.07804878 2.409875 360
## [285] {abdominal_pain,
## nausea,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.07317073 0.9523810 0.07682927 4.067460 360
## [286] {abdominal_pain,
## loss_of_appetite,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.07317073 0.9375000 0.07804878 4.024869 360
## [287] {loss_of_appetite,
## nausea,
## vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.07317073 0.9523810 0.07682927 4.540421 360
## [288] {abdominal_pain,
## loss_of_appetite,
## nausea,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.07317073 0.9677419 0.07560976 5.834915 360
## [289] {abdominal_pain,
## loss_of_appetite,
## nausea,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.07317073 0.9375000 0.07804878 5.057566 360
## [290] {chest_pain,
## phlegm} => {malaise} 0.06951220 0.9661017 0.07195122 6.770969 342
## [291] {malaise,
## phlegm} => {chest_pain} 0.06951220 1.0000000 0.06951220 7.068966 342
## [292] {chest_pain,
## malaise} => {phlegm} 0.06951220 0.9827586 0.07073171 13.658679 342
## [293] {cough,
## phlegm} => {chest_pain} 0.06829268 1.0000000 0.06829268 7.068966 336
## [294] {chest_pain,
## phlegm} => {cough} 0.06829268 0.9491525 0.07195122 8.279841 336
## [295] {chest_pain,
## cough} => {phlegm} 0.06829268 0.7466667 0.09146341 10.377401 336
## [296] {chest_pain,
## phlegm} => {chills} 0.06829268 0.9491525 0.07195122 5.851918 336
## [297] {chills,
## phlegm} => {chest_pain} 0.06829268 1.0000000 0.06829268 7.068966 336
## [298] {chest_pain,
## chills} => {phlegm} 0.06829268 0.9824561 0.06951220 13.654475 336
## [299] {chest_pain,
## phlegm} => {high_fever} 0.06829268 0.9491525 0.07195122 3.428657 336
## [300] {high_fever,
## phlegm} => {chest_pain} 0.06829268 1.0000000 0.06829268 7.068966 336
## [301] {chest_pain,
## high_fever} => {phlegm} 0.06829268 0.9824561 0.06951220 13.654475 336
## [302] {chest_pain,
## phlegm} => {fatigue} 0.06829268 0.9491525 0.07195122 2.417097 336
## [303] {fatigue,
## phlegm} => {chest_pain} 0.06829268 1.0000000 0.06829268 7.068966 336
## [304] {chest_pain,
## fatigue} => {phlegm} 0.06829268 0.9824561 0.06951220 13.654475 336
## [305] {chest_pain,
## cough} => {malaise} 0.06707317 0.7333333 0.09146341 5.139601 330
## [306] {cough,
## malaise} => {chest_pain} 0.06707317 1.0000000 0.06707317 7.068966 330
## [307] {chest_pain,
## malaise} => {cough} 0.06707317 0.9482759 0.07073171 8.272194 330
## [308] {chest_pain,
## chills} => {malaise} 0.06707317 0.9649123 0.06951220 6.762633 330
## [309] {chest_pain,
## malaise} => {chills} 0.06707317 0.9482759 0.07073171 5.846513 330
## [310] {chills,
## malaise} => {chest_pain} 0.06707317 0.7534247 0.08902439 5.325933 330
## [311] {chest_pain,
## malaise} => {high_fever} 0.06707317 0.9482759 0.07073171 3.425490 330
## [312] {chest_pain,
## high_fever} => {malaise} 0.06707317 0.9649123 0.06951220 6.762633 330
## [313] {high_fever,
## malaise} => {chest_pain} 0.06707317 0.5978261 0.11219512 4.226012 330
## [314] {chest_pain,
## malaise} => {fatigue} 0.06707317 0.9482759 0.07073171 2.414864 330
## [315] {chest_pain,
## fatigue} => {malaise} 0.06707317 0.9649123 0.06951220 6.762633 330
## [316] {loss_of_appetite,
## malaise} => {high_fever} 0.06707317 0.7142857 0.09390244 2.580239 330
## [317] {high_fever,
## malaise} => {loss_of_appetite} 0.06707317 0.5978261 0.11219512 2.553216 330
## [318] {high_fever,
## loss_of_appetite} => {malaise} 0.06707317 0.7333333 0.09146341 5.139601 330
## [319] {malaise,
## swelled_lymph_nodes} => {high_fever} 0.06585366 0.9473684 0.06951220 3.422212 324
## [320] {high_fever,
## swelled_lymph_nodes} => {malaise} 0.06585366 0.9818182 0.06707317 6.881119 324
## [321] {high_fever,
## malaise} => {swelled_lymph_nodes} 0.06585366 0.5869565 0.11219512 8.298351 324
## [322] {malaise,
## swelled_lymph_nodes} => {fatigue} 0.06585366 0.9473684 0.06951220 2.412553 324
## [323] {fatigue,
## swelled_lymph_nodes} => {malaise} 0.06585366 0.9818182 0.06707317 6.881119 324
## [324] {cough,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [325] {malaise,
## phlegm} => {cough} 0.06585366 0.9473684 0.06951220 8.264278 324
## [326] {cough,
## malaise} => {phlegm} 0.06585366 0.9818182 0.06707317 13.645609 324
## [327] {chills,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [328] {malaise,
## phlegm} => {chills} 0.06585366 0.9473684 0.06951220 5.840918 324
## [329] {chills,
## malaise} => {phlegm} 0.06585366 0.7397260 0.08902439 10.280938 324
## [330] {malaise,
## phlegm} => {high_fever} 0.06585366 0.9473684 0.06951220 3.422212 324
## [331] {high_fever,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [332] {high_fever,
## malaise} => {phlegm} 0.06585366 0.5869565 0.11219512 8.157701 324
## [333] {malaise,
## phlegm} => {fatigue} 0.06585366 0.9473684 0.06951220 2.412553 324
## [334] {fatigue,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [335] {chills,
## muscle_pain} => {headache} 0.06585366 0.9642857 0.06829268 4.183673 324
## [336] {headache,
## muscle_pain} => {chills} 0.06585366 0.9473684 0.06951220 5.840918 324
## [337] {chills,
## headache} => {muscle_pain} 0.06585366 0.7297297 0.09024390 7.574410 324
## [338] {headache,
## muscle_pain} => {high_fever} 0.06585366 0.9473684 0.06951220 3.422212 324
## [339] {high_fever,
## muscle_pain} => {headache} 0.06585366 0.9642857 0.06829268 4.183673 324
## [340] {headache,
## high_fever} => {muscle_pain} 0.06585366 0.5869565 0.11219512 6.092460 324
## [341] {muscle_pain,
## nausea} => {vomiting} 0.06585366 0.9473684 0.06951220 2.435242 324
## [342] {muscle_pain,
## vomiting} => {nausea} 0.06585366 0.9642857 0.06829268 4.139865 324
## [343] {chest_pain,
## cough} => {chills} 0.06585366 0.7200000 0.09146341 4.439098 324
## [344] {chills,
## cough} => {chest_pain} 0.06585366 1.0000000 0.06585366 7.068966 324
## [345] {chest_pain,
## chills} => {cough} 0.06585366 0.9473684 0.06951220 8.264278 324
## [346] {chest_pain,
## cough} => {high_fever} 0.06585366 0.7200000 0.09146341 2.600881 324
## [347] {cough,
## high_fever} => {chest_pain} 0.06585366 0.7605634 0.08658537 5.376396 324
## [348] {chest_pain,
## high_fever} => {cough} 0.06585366 0.9473684 0.06951220 8.264278 324
## [349] {chest_pain,
## cough} => {fatigue} 0.06585366 0.7200000 0.09146341 1.833540 324
## [350] {cough,
## fatigue} => {chest_pain} 0.06585366 0.7714286 0.08536585 5.453202 324
## [351] {chest_pain,
## fatigue} => {cough} 0.06585366 0.9473684 0.06951220 8.264278 324
## [352] {joint_pain,
## yellowing_of_eyes} => {abdominal_pain} 0.06585366 0.9642857 0.06829268 4.597176 324
## [353] {abdominal_pain,
## joint_pain} => {yellowing_of_eyes} 0.06585366 0.9818182 0.06707317 5.919786 324
## [354] {abdominal_pain,
## yellowing_of_eyes} => {joint_pain} 0.06585366 0.5744681 0.11463415 4.132139 324
## [355] {joint_pain,
## yellowing_of_eyes} => {loss_of_appetite} 0.06585366 0.9642857 0.06829268 4.118304 324
## [356] {joint_pain,
## loss_of_appetite} => {yellowing_of_eyes} 0.06585366 0.7297297 0.09024390 4.399841 324
## [357] {chest_pain,
## chills} => {high_fever} 0.06585366 0.9473684 0.06951220 3.422212 324
## [358] {chest_pain,
## high_fever} => {chills} 0.06585366 0.9473684 0.06951220 5.840918 324
## [359] {chest_pain,
## chills} => {fatigue} 0.06585366 0.9473684 0.06951220 2.412553 324
## [360] {chest_pain,
## fatigue} => {chills} 0.06585366 0.9473684 0.06951220 5.840918 324
## [361] {chills,
## fatigue} => {chest_pain} 0.06585366 0.5869565 0.11219512 4.149175 324
## [362] {chest_pain,
## high_fever} => {fatigue} 0.06585366 0.9473684 0.06951220 2.412553 324
## [363] {chest_pain,
## fatigue} => {high_fever} 0.06585366 0.9473684 0.06951220 3.422212 324
## [364] {abdominal_pain,
## yellowing_of_eyes} => {fatigue} 0.06585366 0.5744681 0.11463415 1.462931 324
## [365] {fatigue,
## yellowing_of_eyes} => {abdominal_pain} 0.06585366 0.5869565 0.11219512 2.798281 324
## [366] {abdominal_pain,
## fatigue} => {yellowing_of_eyes} 0.06585366 0.5869565 0.11219512 3.539003 324
## [367] {chills,
## headache} => {nausea} 0.06585366 0.7297297 0.09024390 3.132871 324
## [368] {chills,
## nausea} => {headache} 0.06585366 0.9642857 0.06829268 4.183673 324
## [369] {headache,
## nausea} => {chills} 0.06585366 0.5869565 0.11219512 3.618830 324
## [370] {chills,
## headache} => {fatigue} 0.06585366 0.7297297 0.09024390 1.858318 324
## [371] {chills,
## fatigue} => {headache} 0.06585366 0.5869565 0.11219512 2.546584 324
## [372] {fatigue,
## headache} => {chills} 0.06585366 0.5869565 0.11219512 3.618830 324
## [373] {chills,
## nausea} => {high_fever} 0.06585366 0.9642857 0.06829268 3.483323 324
## [374] {high_fever,
## nausea} => {chills} 0.06585366 0.7297297 0.09024390 4.499086 324
## [375] {abdominal_pain,
## high_fever} => {fatigue} 0.06585366 0.9642857 0.06829268 2.455634 324
## [376] {abdominal_pain,
## fatigue} => {high_fever} 0.06585366 0.5869565 0.11219512 2.120283 324
## [377] {headache,
## nausea} => {high_fever} 0.06585366 0.5869565 0.11219512 2.120283 324
## [378] {headache,
## high_fever} => {nausea} 0.06585366 0.5869565 0.11219512 2.519918 324
## [379] {high_fever,
## nausea} => {headache} 0.06585366 0.7297297 0.09024390 3.166023 324
## [380] {headache,
## nausea} => {fatigue} 0.06585366 0.5869565 0.11219512 1.494734 324
## [381] {fatigue,
## headache} => {nausea} 0.06585366 0.5869565 0.11219512 2.519918 324
## [382] {high_fever,
## nausea} => {fatigue} 0.06585366 0.7297297 0.09024390 1.858318 324
## [383] {high_fever,
## loss_of_appetite} => {vomiting} 0.06585366 0.7200000 0.09146341 1.850784 324
## [384] {chest_pain,
## cough,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [385] {cough,
## malaise,
## phlegm} => {chest_pain} 0.06585366 1.0000000 0.06585366 7.068966 324
## [386] {chest_pain,
## malaise,
## phlegm} => {cough} 0.06585366 0.9473684 0.06951220 8.264278 324
## [387] {chest_pain,
## cough,
## malaise} => {phlegm} 0.06585366 0.9818182 0.06707317 13.645609 324
## [388] {chest_pain,
## chills,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [389] {chest_pain,
## malaise,
## phlegm} => {chills} 0.06585366 0.9473684 0.06951220 5.840918 324
## [390] {chills,
## malaise,
## phlegm} => {chest_pain} 0.06585366 1.0000000 0.06585366 7.068966 324
## [391] {chest_pain,
## chills,
## malaise} => {phlegm} 0.06585366 0.9818182 0.06707317 13.645609 324
## [392] {chest_pain,
## malaise,
## phlegm} => {high_fever} 0.06585366 0.9473684 0.06951220 3.422212 324
## [393] {chest_pain,
## high_fever,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [394] {high_fever,
## malaise,
## phlegm} => {chest_pain} 0.06585366 1.0000000 0.06585366 7.068966 324
## [395] {chest_pain,
## high_fever,
## malaise} => {phlegm} 0.06585366 0.9818182 0.06707317 13.645609 324
## [396] {chest_pain,
## malaise,
## phlegm} => {fatigue} 0.06585366 0.9473684 0.06951220 2.412553 324
## [397] {chest_pain,
## fatigue,
## phlegm} => {malaise} 0.06585366 0.9642857 0.06829268 6.758242 324
## [398] {fatigue,
## malaise,
## phlegm} => {chest_pain} 0.06585366 1.0000000 0.06585366 7.068966 324
## [399] {chest_pain,
## fatigue,
## malaise} => {phlegm} 0.06585366 0.9818182 0.06707317 13.645609 324
## [400] {cough,
## phlegm} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [401] {chills,
## phlegm} => {cough} 0.06463415 0.9464286 0.06829268 8.256079 318
## [402] {chills,
## cough} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [403] {cough,
## phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [404] {high_fever,
## phlegm} => {cough} 0.06463415 0.9464286 0.06829268 8.256079 318
## [405] {cough,
## high_fever} => {phlegm} 0.06463415 0.7464789 0.08658537 10.374791 318
## [406] {cough,
## phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [407] {fatigue,
## phlegm} => {cough} 0.06463415 0.9464286 0.06829268 8.256079 318
## [408] {cough,
## fatigue} => {phlegm} 0.06463415 0.7571429 0.08536585 10.523002 318
## [409] {chills,
## phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [410] {high_fever,
## phlegm} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [411] {chills,
## phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [412] {fatigue,
## phlegm} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [413] {chills,
## fatigue} => {phlegm} 0.06463415 0.5760870 0.11219512 8.006632 318
## [414] {high_fever,
## phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [415] {fatigue,
## phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [416] {chills,
## muscle_pain} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [417] {high_fever,
## muscle_pain} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [418] {dark_urine,
## joint_pain} => {yellowing_of_eyes} 0.06463415 0.9814815 0.06585366 5.917756 318
## [419] {dark_urine,
## yellowing_of_eyes} => {joint_pain} 0.06463415 0.7066667 0.09146341 5.083041 318
## [420] {joint_pain,
## yellowing_of_eyes} => {dark_urine} 0.06463415 0.9464286 0.06829268 8.169173 318
## [421] {dark_urine,
## yellowing_of_eyes} => {nausea} 0.06463415 0.7066667 0.09146341 3.033857 318
## [422] {dark_urine,
## nausea} => {yellowing_of_eyes} 0.06463415 0.9814815 0.06585366 5.917756 318
## [423] {nausea,
## yellowing_of_eyes} => {dark_urine} 0.06463415 0.5824176 0.11097561 5.027183 318
## [424] {dark_urine,
## yellowing_of_eyes} => {vomiting} 0.06463415 0.7066667 0.09146341 1.816510 318
## [425] {dark_urine,
## vomiting} => {yellowing_of_eyes} 0.06463415 0.7361111 0.08780488 4.438317 318
## [426] {vomiting,
## yellowing_of_eyes} => {dark_urine} 0.06463415 0.5698925 0.11341463 4.919072 318
## [427] {dark_urine,
## yellowing_of_eyes} => {fatigue} 0.06463415 0.7066667 0.09146341 1.799586 318
## [428] {dark_urine,
## fatigue} => {yellowing_of_eyes} 0.06463415 0.7361111 0.08780488 4.438317 318
## [429] {fatigue,
## yellowing_of_eyes} => {dark_urine} 0.06463415 0.5760870 0.11219512 4.972540 318
## [430] {joint_pain,
## yellowish_skin} => {yellowing_of_eyes} 0.06463415 0.9814815 0.06585366 5.917756 318
## [431] {joint_pain,
## yellowing_of_eyes} => {yellowish_skin} 0.06463415 0.9464286 0.06829268 5.105733 318
## [432] {joint_pain,
## yellowing_of_eyes} => {nausea} 0.06463415 0.9464286 0.06829268 4.063201 318
## [433] {joint_pain,
## nausea} => {yellowing_of_eyes} 0.06463415 0.7260274 0.08902439 4.377518 318
## [434] {nausea,
## yellowing_of_eyes} => {joint_pain} 0.06463415 0.5824176 0.11097561 4.189319 318
## [435] {joint_pain,
## yellowing_of_eyes} => {vomiting} 0.06463415 0.9464286 0.06829268 2.432826 318
## [436] {joint_pain,
## vomiting} => {yellowing_of_eyes} 0.06463415 0.7361111 0.08780488 4.438317 318
## [437] {vomiting,
## yellowing_of_eyes} => {joint_pain} 0.06463415 0.5698925 0.11341463 4.099227 318
## [438] {abdominal_pain,
## joint_pain} => {loss_of_appetite} 0.06463415 0.9636364 0.06707317 4.115530 318
## [439] {joint_pain,
## loss_of_appetite} => {abdominal_pain} 0.06463415 0.7162162 0.09024390 3.414519 318
## [440] {joint_pain,
## loss_of_appetite} => {fatigue} 0.06463415 0.7162162 0.09024390 1.823905 318
## [441] {fatigue,
## joint_pain} => {loss_of_appetite} 0.06463415 0.9814815 0.06585366 4.191744 318
## [442] {vomiting,
## yellowing_of_eyes} => {fatigue} 0.06463415 0.5698925 0.11341463 1.451279 318
## [443] {fatigue,
## yellowing_of_eyes} => {vomiting} 0.06463415 0.5760870 0.11219512 1.480850 318
## [444] {chills,
## headache} => {vomiting} 0.06463415 0.7162162 0.09024390 1.841057 318
## [445] {chills,
## vomiting} => {headache} 0.06463415 0.7260274 0.08902439 3.149960 318
## [446] {chills,
## nausea} => {vomiting} 0.06463415 0.9464286 0.06829268 2.432826 318
## [447] {chills,
## vomiting} => {nausea} 0.06463415 0.7260274 0.08902439 3.116976 318
## [448] {chills,
## vomiting} => {fatigue} 0.06463415 0.7260274 0.08902439 1.848890 318
## [449] {chills,
## fatigue} => {vomiting} 0.06463415 0.5760870 0.11219512 1.480850 318
## [450] {headache,
## malaise} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [451] {high_fever,
## malaise} => {headache} 0.06463415 0.5760870 0.11219512 2.499425 318
## [452] {headache,
## high_fever} => {malaise} 0.06463415 0.5760870 0.11219512 4.037533 318
## [453] {headache,
## malaise} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [454] {fatigue,
## headache} => {malaise} 0.06463415 0.5760870 0.11219512 4.037533 318
## [455] {abdominal_pain,
## nausea} => {fatigue} 0.06463415 0.5824176 0.11097561 1.483175 318
## [456] {abdominal_pain,
## fatigue} => {nausea} 0.06463415 0.5760870 0.11219512 2.473253 318
## [457] {abdominal_pain,
## fatigue} => {loss_of_appetite} 0.06463415 0.5760870 0.11219512 2.460371 318
## [458] {abdominal_pain,
## high_fever} => {vomiting} 0.06463415 0.9464286 0.06829268 2.432826 318
## [459] {headache,
## high_fever} => {vomiting} 0.06463415 0.5760870 0.11219512 1.480850 318
## [460] {fatigue,
## headache} => {vomiting} 0.06463415 0.5760870 0.11219512 1.480850 318
## [461] {chest_pain,
## cough,
## phlegm} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [462] {chills,
## cough,
## phlegm} => {chest_pain} 0.06463415 1.0000000 0.06463415 7.068966 318
## [463] {chest_pain,
## chills,
## phlegm} => {cough} 0.06463415 0.9464286 0.06829268 8.256079 318
## [464] {chest_pain,
## chills,
## cough} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [465] {chest_pain,
## cough,
## phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [466] {cough,
## high_fever,
## phlegm} => {chest_pain} 0.06463415 1.0000000 0.06463415 7.068966 318
## [467] {chest_pain,
## high_fever,
## phlegm} => {cough} 0.06463415 0.9464286 0.06829268 8.256079 318
## [468] {chest_pain,
## cough,
## high_fever} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [469] {chest_pain,
## cough,
## phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [470] {cough,
## fatigue,
## phlegm} => {chest_pain} 0.06463415 1.0000000 0.06463415 7.068966 318
## [471] {chest_pain,
## fatigue,
## phlegm} => {cough} 0.06463415 0.9464286 0.06829268 8.256079 318
## [472] {chest_pain,
## cough,
## fatigue} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [473] {chest_pain,
## chills,
## phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [474] {chest_pain,
## high_fever,
## phlegm} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [475] {chills,
## high_fever,
## phlegm} => {chest_pain} 0.06463415 1.0000000 0.06463415 7.068966 318
## [476] {chest_pain,
## chills,
## high_fever} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [477] {chest_pain,
## chills,
## phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [478] {chest_pain,
## fatigue,
## phlegm} => {chills} 0.06463415 0.9464286 0.06829268 5.835124 318
## [479] {chills,
## fatigue,
## phlegm} => {chest_pain} 0.06463415 1.0000000 0.06463415 7.068966 318
## [480] {chest_pain,
## chills,
## fatigue} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [481] {chest_pain,
## high_fever,
## phlegm} => {fatigue} 0.06463415 0.9464286 0.06829268 2.410160 318
## [482] {chest_pain,
## fatigue,
## phlegm} => {high_fever} 0.06463415 0.9464286 0.06829268 3.418817 318
## [483] {fatigue,
## high_fever,
## phlegm} => {chest_pain} 0.06463415 1.0000000 0.06463415 7.068966 318
## [484] {chest_pain,
## fatigue,
## high_fever} => {phlegm} 0.06463415 0.9814815 0.06585366 13.640929 318
## [485] {high_fever,
## swelled_lymph_nodes} => {fatigue} 0.06341463 0.9454545 0.06707317 2.407679 312
## [486] {fatigue,
## swelled_lymph_nodes} => {high_fever} 0.06341463 0.9454545 0.06707317 3.415298 312
## [487] {dark_urine,
## joint_pain} => {abdominal_pain} 0.06341463 0.9629630 0.06585366 4.590870 312
## [488] {abdominal_pain,
## dark_urine} => {joint_pain} 0.06341463 0.5714286 0.11097561 4.110276 312
## [489] {abdominal_pain,
## joint_pain} => {dark_urine} 0.06341463 0.9454545 0.06707317 8.160766 312
## [490] {dark_urine,
## joint_pain} => {loss_of_appetite} 0.06341463 0.9629630 0.06585366 4.112654 312
## [491] {dark_urine,
## loss_of_appetite} => {joint_pain} 0.06341463 0.7123288 0.08902439 5.123768 312
## [492] {joint_pain,
## loss_of_appetite} => {dark_urine} 0.06341463 0.7027027 0.09024390 6.065434 312
## [493] {abdominal_pain,
## dark_urine} => {nausea} 0.06341463 0.5714286 0.11097561 2.453254 312
## [494] {dark_urine,
## nausea} => {abdominal_pain} 0.06341463 0.9629630 0.06585366 4.590870 312
## [495] {abdominal_pain,
## nausea} => {dark_urine} 0.06341463 0.5714286 0.11097561 4.932331 312
## [496] {dark_urine,
## nausea} => {loss_of_appetite} 0.06341463 0.9629630 0.06585366 4.112654 312
## [497] {dark_urine,
## loss_of_appetite} => {nausea} 0.06341463 0.7123288 0.08902439 3.058165 312
## [498] {dark_urine,
## loss_of_appetite} => {vomiting} 0.06341463 0.7123288 0.08902439 1.831065 312
## [499] {dark_urine,
## vomiting} => {loss_of_appetite} 0.06341463 0.7222222 0.08780488 3.084491 312
## [500] {dark_urine,
## loss_of_appetite} => {fatigue} 0.06341463 0.7123288 0.08902439 1.814005 312
## [501] {dark_urine,
## fatigue} => {loss_of_appetite} 0.06341463 0.7222222 0.08780488 3.084491 312
## [502] {chills,
## cough} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [503] {cough,
## malaise} => {chills} 0.06341463 0.9454545 0.06707317 5.829118 312
## [504] {chills,
## malaise} => {cough} 0.06341463 0.7123288 0.08902439 6.213932 312
## [505] {cough,
## malaise} => {high_fever} 0.06341463 0.9454545 0.06707317 3.415298 312
## [506] {cough,
## high_fever} => {malaise} 0.06341463 0.7323944 0.08658537 5.133020 312
## [507] {high_fever,
## malaise} => {cough} 0.06341463 0.5652174 0.11219512 4.930620 312
## [508] {cough,
## malaise} => {fatigue} 0.06341463 0.9454545 0.06707317 2.407679 312
## [509] {cough,
## fatigue} => {malaise} 0.06341463 0.7428571 0.08536585 5.206349 312
## [510] {joint_pain,
## yellowish_skin} => {abdominal_pain} 0.06341463 0.9629630 0.06585366 4.590870 312
## [511] {abdominal_pain,
## joint_pain} => {yellowish_skin} 0.06341463 0.9454545 0.06707317 5.100478 312
## [512] {joint_pain,
## yellowish_skin} => {loss_of_appetite} 0.06341463 0.9629630 0.06585366 4.112654 312
## [513] {joint_pain,
## loss_of_appetite} => {yellowish_skin} 0.06341463 0.7027027 0.09024390 3.790896 312
## [514] {abdominal_pain,
## joint_pain} => {nausea} 0.06341463 0.9454545 0.06707317 4.059020 312
## [515] {joint_pain,
## nausea} => {abdominal_pain} 0.06341463 0.7123288 0.08902439 3.395986 312
## [516] {abdominal_pain,
## nausea} => {joint_pain} 0.06341463 0.5714286 0.11097561 4.110276 312
## [517] {abdominal_pain,
## joint_pain} => {vomiting} 0.06341463 0.9454545 0.06707317 2.430322 312
## [518] {joint_pain,
## vomiting} => {abdominal_pain} 0.06341463 0.7222222 0.08780488 3.443152 312
## [519] {joint_pain,
## nausea} => {fatigue} 0.06341463 0.7123288 0.08902439 1.814005 312
## [520] {fatigue,
## joint_pain} => {nausea} 0.06341463 0.9629630 0.06585366 4.134187 312
## [521] {chest_pain,
## chills,
## cough} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [522] {chest_pain,
## cough,
## malaise} => {chills} 0.06341463 0.9454545 0.06707317 5.829118 312
## [523] {chills,
## cough,
## malaise} => {chest_pain} 0.06341463 1.0000000 0.06341463 7.068966 312
## [524] {chest_pain,
## chills,
## malaise} => {cough} 0.06341463 0.9454545 0.06707317 8.247582 312
## [525] {chest_pain,
## cough,
## malaise} => {high_fever} 0.06341463 0.9454545 0.06707317 3.415298 312
## [526] {chest_pain,
## cough,
## high_fever} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [527] {cough,
## high_fever,
## malaise} => {chest_pain} 0.06341463 1.0000000 0.06341463 7.068966 312
## [528] {chest_pain,
## high_fever,
## malaise} => {cough} 0.06341463 0.9454545 0.06707317 8.247582 312
## [529] {chest_pain,
## cough,
## malaise} => {fatigue} 0.06341463 0.9454545 0.06707317 2.407679 312
## [530] {chest_pain,
## cough,
## fatigue} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [531] {cough,
## fatigue,
## malaise} => {chest_pain} 0.06341463 1.0000000 0.06341463 7.068966 312
## [532] {chest_pain,
## fatigue,
## malaise} => {cough} 0.06341463 0.9454545 0.06707317 8.247582 312
## [533] {abdominal_pain,
## joint_pain,
## yellowing_of_eyes} => {loss_of_appetite} 0.06341463 0.9629630 0.06585366 4.112654 312
## [534] {joint_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {abdominal_pain} 0.06341463 0.9629630 0.06585366 4.590870 312
## [535] {abdominal_pain,
## joint_pain,
## loss_of_appetite} => {yellowing_of_eyes} 0.06341463 0.9811321 0.06463415 5.915649 312
## [536] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {joint_pain} 0.06341463 0.5777778 0.10975610 4.155945 312
## [537] {chest_pain,
## chills,
## malaise} => {high_fever} 0.06341463 0.9454545 0.06707317 3.415298 312
## [538] {chest_pain,
## chills,
## high_fever} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [539] {chest_pain,
## high_fever,
## malaise} => {chills} 0.06341463 0.9454545 0.06707317 5.829118 312
## [540] {chills,
## high_fever,
## malaise} => {chest_pain} 0.06341463 0.7536232 0.08414634 5.327336 312
## [541] {chest_pain,
## chills,
## malaise} => {fatigue} 0.06341463 0.9454545 0.06707317 2.407679 312
## [542] {chest_pain,
## chills,
## fatigue} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [543] {chest_pain,
## fatigue,
## malaise} => {chills} 0.06341463 0.9454545 0.06707317 5.829118 312
## [544] {chills,
## fatigue,
## malaise} => {chest_pain} 0.06341463 0.7536232 0.08414634 5.327336 312
## [545] {chest_pain,
## high_fever,
## malaise} => {fatigue} 0.06341463 0.9454545 0.06707317 2.407679 312
## [546] {chest_pain,
## fatigue,
## malaise} => {high_fever} 0.06341463 0.9454545 0.06707317 3.415298 312
## [547] {chest_pain,
## fatigue,
## high_fever} => {malaise} 0.06341463 0.9629630 0.06585366 6.748971 312
## [548] {fatigue,
## high_fever,
## malaise} => {chest_pain} 0.06341463 0.5977011 0.10609756 4.225129 312
## [549] {abdominal_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {fatigue} 0.06341463 0.5777778 0.10975610 1.471360 312
## [550] {abdominal_pain,
## fatigue,
## yellowing_of_eyes} => {loss_of_appetite} 0.06341463 0.9629630 0.06585366 4.112654 312
## [551] {fatigue,
## loss_of_appetite,
## yellowing_of_eyes} => {abdominal_pain} 0.06341463 0.5842697 0.10853659 2.785472 312
## [552] {abdominal_pain,
## fatigue,
## loss_of_appetite} => {yellowing_of_eyes} 0.06341463 0.9811321 0.06463415 5.915649 312
## [553] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {fatigue} 0.06341463 0.5777778 0.10975610 1.471360 312
## [554] {fatigue,
## loss_of_appetite,
## yellowing_of_eyes} => {vomiting} 0.06341463 0.5842697 0.10853659 1.501884 312
## [555] {fatigue,
## vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.06341463 0.9811321 0.06463415 4.190252 312
## [556] {fatigue,
## loss_of_appetite,
## vomiting} => {yellowing_of_eyes} 0.06341463 0.7323944 0.08658537 4.415907 312
## [557] {chills,
## headache,
## nausea} => {high_fever} 0.06341463 0.9629630 0.06585366 3.478545 312
## [558] {chills,
## headache,
## high_fever} => {nausea} 0.06341463 0.7323944 0.08658537 3.144311 312
## [559] {chills,
## high_fever,
## nausea} => {headache} 0.06341463 0.9629630 0.06585366 4.177935 312
## [560] {headache,
## high_fever,
## nausea} => {chills} 0.06341463 0.9629630 0.06585366 5.937065 312
## [561] {chills,
## headache,
## high_fever} => {fatigue} 0.06341463 0.7323944 0.08658537 1.865104 312
## [562] {chills,
## fatigue,
## headache} => {high_fever} 0.06341463 0.9629630 0.06585366 3.478545 312
## [563] {chills,
## fatigue,
## high_fever} => {headache} 0.06341463 0.5909091 0.10731707 2.563733 312
## [564] {fatigue,
## headache,
## high_fever} => {chills} 0.06341463 0.7323944 0.08658537 4.515514 312
## [565] {high_fever,
## loss_of_appetite,
## malaise} => {fatigue} 0.06341463 0.9454545 0.06707317 2.407679 312
## [566] {fatigue,
## loss_of_appetite,
## malaise} => {high_fever} 0.06341463 0.7123288 0.08902439 2.573170 312
## [567] {fatigue,
## high_fever,
## malaise} => {loss_of_appetite} 0.06341463 0.5977011 0.10609756 2.552682 312
## [568] {fatigue,
## high_fever,
## loss_of_appetite} => {malaise} 0.06341463 0.7323944 0.08658537 5.133020 312
## [569] {breathlessness,
## chest_pain} => {sweating} 0.06219512 0.9272727 0.06707317 6.728882 306
## [570] {breathlessness,
## sweating} => {chest_pain} 0.06219512 0.9807692 0.06341463 6.933024 306
## [571] {chest_pain,
## sweating} => {breathlessness} 0.06219512 0.9272727 0.06707317 10.138182 306
## [572] {itching,
## yellowish_skin} => {abdominal_pain} 0.06219512 0.9444444 0.06585366 4.502584 306
## [573] {abdominal_pain,
## itching} => {yellowish_skin} 0.06219512 0.9444444 0.06585366 5.095029 306
## [574] {dark_urine,
## joint_pain} => {yellowish_skin} 0.06219512 0.9444444 0.06585366 5.095029 306
## [575] {dark_urine,
## yellowish_skin} => {joint_pain} 0.06219512 0.5666667 0.10975610 4.076023 306
## [576] {joint_pain,
## yellowish_skin} => {dark_urine} 0.06219512 0.9444444 0.06585366 8.152047 306
## [577] {dark_urine,
## joint_pain} => {nausea} 0.06219512 0.9444444 0.06585366 4.054683 306
## [578] {dark_urine,
## nausea} => {joint_pain} 0.06219512 0.9444444 0.06585366 6.793372 306
## [579] {joint_pain,
## nausea} => {dark_urine} 0.06219512 0.6986301 0.08902439 6.030281 306
## [580] {dark_urine,
## joint_pain} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [581] {dark_urine,
## vomiting} => {joint_pain} 0.06219512 0.7083333 0.08780488 5.095029 306
## [582] {joint_pain,
## vomiting} => {dark_urine} 0.06219512 0.7083333 0.08780488 6.114035 306
## [583] {dark_urine,
## yellowish_skin} => {nausea} 0.06219512 0.5666667 0.10975610 2.432810 306
## [584] {dark_urine,
## nausea} => {yellowish_skin} 0.06219512 0.9444444 0.06585366 5.095029 306
## [585] {nausea,
## yellowish_skin} => {dark_urine} 0.06219512 0.5666667 0.10975610 4.891228 306
## [586] {dark_urine,
## nausea} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [587] {dark_urine,
## vomiting} => {nausea} 0.06219512 0.7083333 0.08780488 3.041012 306
## [588] {dark_urine,
## vomiting} => {fatigue} 0.06219512 0.7083333 0.08780488 1.803830 306
## [589] {dark_urine,
## fatigue} => {vomiting} 0.06219512 0.7083333 0.08780488 1.820794 306
## [590] {chills,
## cough} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [591] {cough,
## high_fever} => {chills} 0.06219512 0.7183099 0.08658537 4.428677 306
## [592] {chills,
## cough} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [593] {cough,
## fatigue} => {chills} 0.06219512 0.7285714 0.08536585 4.491944 306
## [594] {chills,
## fatigue} => {cough} 0.06219512 0.5543478 0.11219512 4.835800 306
## [595] {joint_pain,
## yellowish_skin} => {nausea} 0.06219512 0.9444444 0.06585366 4.054683 306
## [596] {joint_pain,
## nausea} => {yellowish_skin} 0.06219512 0.6986301 0.08902439 3.768926 306
## [597] {nausea,
## yellowish_skin} => {joint_pain} 0.06219512 0.5666667 0.10975610 4.076023 306
## [598] {joint_pain,
## yellowish_skin} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [599] {joint_pain,
## vomiting} => {yellowish_skin} 0.06219512 0.7083333 0.08780488 3.821272 306
## [600] {joint_pain,
## vomiting} => {fatigue} 0.06219512 0.7083333 0.08780488 1.803830 306
## [601] {fatigue,
## joint_pain} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [602] {chills,
## sweating} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [603] {high_fever,
## sweating} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [604] {nausea,
## yellowish_skin} => {fatigue} 0.06219512 0.5666667 0.10975610 1.443064 306
## [605] {fatigue,
## yellowish_skin} => {nausea} 0.06219512 0.5666667 0.10975610 2.432810 306
## [606] {fatigue,
## yellowish_skin} => {vomiting} 0.06219512 0.5666667 0.10975610 1.456635 306
## [607] {nausea,
## yellowing_of_eyes} => {fatigue} 0.06219512 0.5604396 0.11097561 1.427206 306
## [608] {fatigue,
## yellowing_of_eyes} => {nausea} 0.06219512 0.5543478 0.11219512 2.379923 306
## [609] {high_fever,
## malaise,
## swelled_lymph_nodes} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [610] {fatigue,
## malaise,
## swelled_lymph_nodes} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [611] {fatigue,
## high_fever,
## swelled_lymph_nodes} => {malaise} 0.06219512 0.9807692 0.06341463 6.873767 306
## [612] {fatigue,
## high_fever,
## malaise} => {swelled_lymph_nodes} 0.06219512 0.5862069 0.10609756 8.287753 306
## [613] {chills,
## cough,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [614] {cough,
## malaise,
## phlegm} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [615] {chills,
## malaise,
## phlegm} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [616] {chills,
## cough,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [617] {cough,
## malaise,
## phlegm} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [618] {cough,
## high_fever,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [619] {high_fever,
## malaise,
## phlegm} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [620] {cough,
## high_fever,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [621] {cough,
## malaise,
## phlegm} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [622] {cough,
## fatigue,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [623] {fatigue,
## malaise,
## phlegm} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [624] {cough,
## fatigue,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [625] {chills,
## malaise,
## phlegm} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [626] {chills,
## high_fever,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [627] {high_fever,
## malaise,
## phlegm} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [628] {chills,
## high_fever,
## malaise} => {phlegm} 0.06219512 0.7391304 0.08414634 10.272660 306
## [629] {chills,
## malaise,
## phlegm} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [630] {chills,
## fatigue,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [631] {fatigue,
## malaise,
## phlegm} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [632] {chills,
## fatigue,
## malaise} => {phlegm} 0.06219512 0.7391304 0.08414634 10.272660 306
## [633] {high_fever,
## malaise,
## phlegm} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [634] {fatigue,
## malaise,
## phlegm} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [635] {fatigue,
## high_fever,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [636] {fatigue,
## high_fever,
## malaise} => {phlegm} 0.06219512 0.5862069 0.10609756 8.147282 306
## [637] {chills,
## headache,
## muscle_pain} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [638] {chills,
## high_fever,
## muscle_pain} => {headache} 0.06219512 0.9622642 0.06463415 4.174903 306
## [639] {headache,
## high_fever,
## muscle_pain} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [640] {chills,
## headache,
## high_fever} => {muscle_pain} 0.06219512 0.7183099 0.08658537 7.455874 306
## [641] {dark_urine,
## joint_pain,
## yellowing_of_eyes} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [642] {abdominal_pain,
## dark_urine,
## joint_pain} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [643] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes} => {joint_pain} 0.06219512 0.7083333 0.08780488 5.095029 306
## [644] {abdominal_pain,
## joint_pain,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.9444444 0.06585366 8.152047 306
## [645] {dark_urine,
## joint_pain,
## yellowing_of_eyes} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [646] {dark_urine,
## joint_pain,
## loss_of_appetite} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [647] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {joint_pain} 0.06219512 0.7083333 0.08780488 5.095029 306
## [648] {joint_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.9444444 0.06585366 8.152047 306
## [649] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes} => {nausea} 0.06219512 0.7083333 0.08780488 3.041012 306
## [650] {dark_urine,
## nausea,
## yellowing_of_eyes} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [651] {abdominal_pain,
## dark_urine,
## nausea} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [652] {abdominal_pain,
## nausea,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.7183099 0.08658537 6.200148 306
## [653] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes} => {vomiting} 0.06219512 0.7083333 0.08780488 1.820794 306
## [654] {dark_urine,
## vomiting,
## yellowing_of_eyes} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [655] {abdominal_pain,
## dark_urine,
## vomiting} => {yellowing_of_eyes} 0.06219512 0.7391304 0.08414634 4.456522 306
## [656] {abdominal_pain,
## vomiting,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.7183099 0.08658537 6.200148 306
## [657] {abdominal_pain,
## dark_urine,
## yellowing_of_eyes} => {fatigue} 0.06219512 0.7083333 0.08780488 1.803830 306
## [658] {dark_urine,
## fatigue,
## yellowing_of_eyes} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [659] {abdominal_pain,
## dark_urine,
## fatigue} => {yellowing_of_eyes} 0.06219512 0.7391304 0.08414634 4.456522 306
## [660] {abdominal_pain,
## fatigue,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.9444444 0.06585366 8.152047 306
## [661] {dark_urine,
## nausea,
## yellowing_of_eyes} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [662] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {nausea} 0.06219512 0.7083333 0.08780488 3.041012 306
## [663] {dark_urine,
## loss_of_appetite,
## nausea} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [664] {loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.5862069 0.10609756 5.059891 306
## [665] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {vomiting} 0.06219512 0.7083333 0.08780488 1.820794 306
## [666] {dark_urine,
## vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [667] {dark_urine,
## loss_of_appetite,
## vomiting} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [668] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.5666667 0.10975610 4.891228 306
## [669] {dark_urine,
## loss_of_appetite,
## yellowing_of_eyes} => {fatigue} 0.06219512 0.7083333 0.08780488 1.803830 306
## [670] {dark_urine,
## fatigue,
## yellowing_of_eyes} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [671] {dark_urine,
## fatigue,
## loss_of_appetite} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [672] {fatigue,
## loss_of_appetite,
## yellowing_of_eyes} => {dark_urine} 0.06219512 0.5730337 0.10853659 4.946186 306
## [673] {chest_pain,
## chills,
## cough} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [674] {chest_pain,
## cough,
## high_fever} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [675] {chills,
## cough,
## high_fever} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [676] {chest_pain,
## chills,
## high_fever} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [677] {chest_pain,
## chills,
## cough} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [678] {chest_pain,
## cough,
## fatigue} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [679] {chills,
## cough,
## fatigue} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [680] {chest_pain,
## chills,
## fatigue} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [681] {chest_pain,
## cough,
## high_fever} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [682] {chest_pain,
## cough,
## fatigue} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [683] {cough,
## fatigue,
## high_fever} => {chest_pain} 0.06219512 0.7727273 0.08048780 5.462382 306
## [684] {chest_pain,
## fatigue,
## high_fever} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [685] {joint_pain,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [686] {abdominal_pain,
## joint_pain,
## yellowish_skin} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [687] {abdominal_pain,
## joint_pain,
## yellowing_of_eyes} => {yellowish_skin} 0.06219512 0.9444444 0.06585366 5.095029 306
## [688] {abdominal_pain,
## yellowing_of_eyes,
## yellowish_skin} => {joint_pain} 0.06219512 0.5730337 0.10853659 4.121821 306
## [689] {joint_pain,
## yellowing_of_eyes,
## yellowish_skin} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [690] {joint_pain,
## loss_of_appetite,
## yellowish_skin} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [691] {joint_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {yellowish_skin} 0.06219512 0.9444444 0.06585366 5.095029 306
## [692] {abdominal_pain,
## joint_pain,
## yellowing_of_eyes} => {nausea} 0.06219512 0.9444444 0.06585366 4.054683 306
## [693] {joint_pain,
## nausea,
## yellowing_of_eyes} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [694] {abdominal_pain,
## joint_pain,
## nausea} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [695] {abdominal_pain,
## nausea,
## yellowing_of_eyes} => {joint_pain} 0.06219512 0.7183099 0.08658537 5.166790 306
## [696] {abdominal_pain,
## joint_pain,
## yellowing_of_eyes} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [697] {joint_pain,
## vomiting,
## yellowing_of_eyes} => {abdominal_pain} 0.06219512 0.9622642 0.06463415 4.587538 306
## [698] {abdominal_pain,
## joint_pain,
## vomiting} => {yellowing_of_eyes} 0.06219512 0.9807692 0.06341463 5.913462 306
## [699] {abdominal_pain,
## vomiting,
## yellowing_of_eyes} => {joint_pain} 0.06219512 0.7183099 0.08658537 5.166790 306
## [700] {joint_pain,
## nausea,
## yellowing_of_eyes} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [701] {joint_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {nausea} 0.06219512 0.9444444 0.06585366 4.054683 306
## [702] {joint_pain,
## loss_of_appetite,
## nausea} => {yellowing_of_eyes} 0.06219512 0.7183099 0.08658537 4.330986 306
## [703] {loss_of_appetite,
## nausea,
## yellowing_of_eyes} => {joint_pain} 0.06219512 0.5862069 0.10609756 4.216576 306
## [704] {joint_pain,
## loss_of_appetite,
## yellowing_of_eyes} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [705] {joint_pain,
## vomiting,
## yellowing_of_eyes} => {loss_of_appetite} 0.06219512 0.9622642 0.06463415 4.109670 306
## [706] {joint_pain,
## loss_of_appetite,
## vomiting} => {yellowing_of_eyes} 0.06219512 0.7285714 0.08536585 4.392857 306
## [707] {loss_of_appetite,
## vomiting,
## yellowing_of_eyes} => {joint_pain} 0.06219512 0.5666667 0.10975610 4.076023 306
## [708] {joint_pain,
## loss_of_appetite,
## nausea} => {fatigue} 0.06219512 0.7183099 0.08658537 1.829236 306
## [709] {fatigue,
## joint_pain,
## nausea} => {loss_of_appetite} 0.06219512 0.9807692 0.06341463 4.188702 306
## [710] {fatigue,
## joint_pain,
## loss_of_appetite} => {nausea} 0.06219512 0.9622642 0.06463415 4.131186 306
## [711] {fatigue,
## loss_of_appetite,
## nausea} => {joint_pain} 0.06219512 0.7183099 0.08658537 5.166790 306
## [712] {chest_pain,
## chills,
## high_fever} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [713] {chest_pain,
## chills,
## fatigue} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [714] {chest_pain,
## fatigue,
## high_fever} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [715] {chills,
## fatigue,
## high_fever} => {chest_pain} 0.06219512 0.5795455 0.10731707 4.096787 306
## [716] {abdominal_pain,
## yellowing_of_eyes,
## yellowish_skin} => {fatigue} 0.06219512 0.5730337 0.10853659 1.459278 306
## [717] {fatigue,
## yellowing_of_eyes,
## yellowish_skin} => {abdominal_pain} 0.06219512 0.7391304 0.08414634 3.523761 306
## [718] {abdominal_pain,
## fatigue,
## yellowish_skin} => {yellowing_of_eyes} 0.06219512 0.7391304 0.08414634 4.456522 306
## [719] {abdominal_pain,
## fatigue,
## yellowing_of_eyes} => {yellowish_skin} 0.06219512 0.9444444 0.06585366 5.095029 306
## [720] {chills,
## headache,
## nausea} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [721] {chills,
## headache,
## vomiting} => {nausea} 0.06219512 0.9622642 0.06463415 4.131186 306
## [722] {chills,
## nausea,
## vomiting} => {headache} 0.06219512 0.9622642 0.06463415 4.174903 306
## [723] {headache,
## nausea,
## vomiting} => {chills} 0.06219512 0.5862069 0.10609756 3.614208 306
## [724] {chills,
## headache,
## high_fever} => {vomiting} 0.06219512 0.7183099 0.08658537 1.846439 306
## [725] {chills,
## headache,
## vomiting} => {high_fever} 0.06219512 0.9622642 0.06463415 3.476020 306
## [726] {chills,
## high_fever,
## vomiting} => {headache} 0.06219512 0.7285714 0.08536585 3.160998 306
## [727] {headache,
## high_fever,
## vomiting} => {chills} 0.06219512 0.9622642 0.06463415 5.932756 306
## [728] {chills,
## high_fever,
## nausea} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [729] {chills,
## nausea,
## vomiting} => {high_fever} 0.06219512 0.9622642 0.06463415 3.476020 306
## [730] {chills,
## high_fever,
## vomiting} => {nausea} 0.06219512 0.7285714 0.08536585 3.127898 306
## [731] {high_fever,
## nausea,
## vomiting} => {chills} 0.06219512 0.7285714 0.08536585 4.491944 306
## [732] {chills,
## high_fever,
## vomiting} => {fatigue} 0.06219512 0.7285714 0.08536585 1.855368 306
## [733] {chills,
## fatigue,
## high_fever} => {vomiting} 0.06219512 0.5795455 0.10731707 1.489741 306
## [734] {chills,
## fatigue,
## vomiting} => {high_fever} 0.06219512 0.9622642 0.06463415 3.476020 306
## [735] {fatigue,
## high_fever,
## vomiting} => {chills} 0.06219512 0.5862069 0.10609756 3.614208 306
## [736] {abdominal_pain,
## high_fever,
## vomiting} => {fatigue} 0.06219512 0.9622642 0.06463415 2.450486 306
## [737] {abdominal_pain,
## fatigue,
## high_fever} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [738] {abdominal_pain,
## fatigue,
## vomiting} => {high_fever} 0.06219512 0.7285714 0.08536585 2.631844 306
## [739] {fatigue,
## high_fever,
## vomiting} => {abdominal_pain} 0.06219512 0.5862069 0.10609756 2.794707 306
## [740] {headache,
## high_fever,
## nausea} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [741] {headache,
## nausea,
## vomiting} => {high_fever} 0.06219512 0.5862069 0.10609756 2.117576 306
## [742] {headache,
## high_fever,
## vomiting} => {nausea} 0.06219512 0.9622642 0.06463415 4.131186 306
## [743] {high_fever,
## nausea,
## vomiting} => {headache} 0.06219512 0.7285714 0.08536585 3.160998 306
## [744] {headache,
## nausea,
## vomiting} => {fatigue} 0.06219512 0.5862069 0.10609756 1.492825 306
## [745] {fatigue,
## headache,
## nausea} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [746] {fatigue,
## headache,
## vomiting} => {nausea} 0.06219512 0.9622642 0.06463415 4.131186 306
## [747] {fatigue,
## nausea,
## vomiting} => {headache} 0.06219512 0.5862069 0.10609756 2.543332 306
## [748] {loss_of_appetite,
## nausea,
## vomiting} => {fatigue} 0.06219512 0.5795455 0.10731707 1.475861 306
## [749] {fatigue,
## loss_of_appetite,
## nausea} => {vomiting} 0.06219512 0.7183099 0.08658537 1.846439 306
## [750] {fatigue,
## nausea,
## vomiting} => {loss_of_appetite} 0.06219512 0.5862069 0.10609756 2.503592 306
## [751] {fatigue,
## loss_of_appetite,
## vomiting} => {nausea} 0.06219512 0.7183099 0.08658537 3.083843 306
## [752] {high_fever,
## nausea,
## vomiting} => {fatigue} 0.06219512 0.7285714 0.08536585 1.855368 306
## [753] {fatigue,
## high_fever,
## nausea} => {vomiting} 0.06219512 0.9444444 0.06585366 2.427726 306
## [754] {fatigue,
## nausea,
## vomiting} => {high_fever} 0.06219512 0.5862069 0.10609756 2.117576 306
## [755] {fatigue,
## high_fever,
## vomiting} => {nausea} 0.06219512 0.5862069 0.10609756 2.516700 306
## [756] {high_fever,
## loss_of_appetite,
## vomiting} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [757] {fatigue,
## high_fever,
## loss_of_appetite} => {vomiting} 0.06219512 0.7183099 0.08658537 1.846439 306
## [758] {fatigue,
## loss_of_appetite,
## vomiting} => {high_fever} 0.06219512 0.7183099 0.08658537 2.594776 306
## [759] {fatigue,
## high_fever,
## vomiting} => {loss_of_appetite} 0.06219512 0.5862069 0.10609756 2.503592 306
## [760] {chest_pain,
## chills,
## cough,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [761] {chest_pain,
## cough,
## malaise,
## phlegm} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [762] {chills,
## cough,
## malaise,
## phlegm} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [763] {chest_pain,
## chills,
## malaise,
## phlegm} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [764] {chest_pain,
## chills,
## cough,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [765] {chest_pain,
## cough,
## malaise,
## phlegm} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [766] {chest_pain,
## cough,
## high_fever,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [767] {cough,
## high_fever,
## malaise,
## phlegm} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [768] {chest_pain,
## high_fever,
## malaise,
## phlegm} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [769] {chest_pain,
## cough,
## high_fever,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [770] {chest_pain,
## cough,
## malaise,
## phlegm} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [771] {chest_pain,
## cough,
## fatigue,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [772] {cough,
## fatigue,
## malaise,
## phlegm} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [773] {chest_pain,
## fatigue,
## malaise,
## phlegm} => {cough} 0.06219512 0.9444444 0.06585366 8.238771 306
## [774] {chest_pain,
## cough,
## fatigue,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [775] {chest_pain,
## chills,
## malaise,
## phlegm} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [776] {chest_pain,
## chills,
## high_fever,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [777] {chest_pain,
## high_fever,
## malaise,
## phlegm} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [778] {chills,
## high_fever,
## malaise,
## phlegm} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [779] {chest_pain,
## chills,
## high_fever,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [780] {chest_pain,
## chills,
## malaise,
## phlegm} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [781] {chest_pain,
## chills,
## fatigue,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [782] {chest_pain,
## fatigue,
## malaise,
## phlegm} => {chills} 0.06219512 0.9444444 0.06585366 5.822891 306
## [783] {chills,
## fatigue,
## malaise,
## phlegm} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [784] {chest_pain,
## chills,
## fatigue,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [785] {chest_pain,
## high_fever,
## malaise,
## phlegm} => {fatigue} 0.06219512 0.9444444 0.06585366 2.405107 306
## [786] {chest_pain,
## fatigue,
## malaise,
## phlegm} => {high_fever} 0.06219512 0.9444444 0.06585366 3.411650 306
## [787] {chest_pain,
## fatigue,
## high_fever,
## phlegm} => {malaise} 0.06219512 0.9622642 0.06463415 6.744074 306
## [788] {fatigue,
## high_fever,
## malaise,
## phlegm} => {chest_pain} 0.06219512 1.0000000 0.06219512 7.068966 306
## [789] {chest_pain,
## fatigue,
## high_fever,
## malaise} => {phlegm} 0.06219512 0.9807692 0.06341463 13.631030 306
## [790] {breathlessness,
## cough} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [791] {breathlessness,
## high_fever} => {cough} 0.06097561 0.9259259 0.06585366 8.077226 300
## [792] {cough,
## high_fever} => {breathlessness} 0.06097561 0.7042254 0.08658537 7.699531 300
## [793] {breathlessness,
## high_fever} => {fatigue} 0.06097561 0.9259259 0.06585366 2.357948 300
## [794] {breathlessness,
## fatigue} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [795] {diarrhoea,
## nausea} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [796] {diarrhoea,
## vomiting} => {nausea} 0.06097561 0.7142857 0.08536585 3.066567 300
## [797] {chills,
## cough,
## phlegm} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [798] {cough,
## high_fever,
## phlegm} => {chills} 0.06097561 0.9433962 0.06463415 5.816428 300
## [799] {chills,
## high_fever,
## phlegm} => {cough} 0.06097561 0.9433962 0.06463415 8.229627 300
## [800] {chills,
## cough,
## high_fever} => {phlegm} 0.06097561 0.9803922 0.06219512 13.625789 300
## [801] {chills,
## cough,
## phlegm} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [802] {cough,
## fatigue,
## phlegm} => {chills} 0.06097561 0.9433962 0.06463415 5.816428 300
## [803] {chills,
## fatigue,
## phlegm} => {cough} 0.06097561 0.9433962 0.06463415 8.229627 300
## [804] {chills,
## cough,
## fatigue} => {phlegm} 0.06097561 0.9803922 0.06219512 13.625789 300
## [805] {cough,
## high_fever,
## phlegm} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [806] {cough,
## fatigue,
## phlegm} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [807] {fatigue,
## high_fever,
## phlegm} => {cough} 0.06097561 0.9433962 0.06463415 8.229627 300
## [808] {cough,
## fatigue,
## high_fever} => {phlegm} 0.06097561 0.7575758 0.08048780 10.529019 300
## [809] {chills,
## high_fever,
## phlegm} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [810] {chills,
## fatigue,
## phlegm} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [811] {fatigue,
## high_fever,
## phlegm} => {chills} 0.06097561 0.9433962 0.06463415 5.816428 300
## [812] {chills,
## fatigue,
## high_fever} => {phlegm} 0.06097561 0.5681818 0.10731707 7.896764 300
## [813] {dark_urine,
## joint_pain,
## yellowish_skin} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [814] {dark_urine,
## joint_pain,
## yellowing_of_eyes} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [815] {dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {joint_pain} 0.06097561 0.7042254 0.08658537 5.065481 300
## [816] {joint_pain,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.06097561 0.9433962 0.06463415 8.142999 300
## [817] {dark_urine,
## joint_pain,
## yellowing_of_eyes} => {nausea} 0.06097561 0.9433962 0.06463415 4.050183 300
## [818] {dark_urine,
## joint_pain,
## nausea} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [819] {dark_urine,
## nausea,
## yellowing_of_eyes} => {joint_pain} 0.06097561 0.9433962 0.06463415 6.785833 300
## [820] {joint_pain,
## nausea,
## yellowing_of_eyes} => {dark_urine} 0.06097561 0.9433962 0.06463415 8.142999 300
## [821] {dark_urine,
## joint_pain,
## yellowing_of_eyes} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [822] {dark_urine,
## joint_pain,
## vomiting} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [823] {dark_urine,
## vomiting,
## yellowing_of_eyes} => {joint_pain} 0.06097561 0.9433962 0.06463415 6.785833 300
## [824] {joint_pain,
## vomiting,
## yellowing_of_eyes} => {dark_urine} 0.06097561 0.9433962 0.06463415 8.142999 300
## [825] {abdominal_pain,
## dark_urine,
## joint_pain} => {loss_of_appetite} 0.06097561 0.9615385 0.06341463 4.106571 300
## [826] {dark_urine,
## joint_pain,
## loss_of_appetite} => {abdominal_pain} 0.06097561 0.9615385 0.06341463 4.584079 300
## [827] {abdominal_pain,
## dark_urine,
## loss_of_appetite} => {joint_pain} 0.06097561 0.7142857 0.08536585 5.137845 300
## [828] {abdominal_pain,
## joint_pain,
## loss_of_appetite} => {dark_urine} 0.06097561 0.9433962 0.06463415 8.142999 300
## [829] {dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.06097561 0.7042254 0.08658537 3.023376 300
## [830] {dark_urine,
## nausea,
## yellowish_skin} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [831] {dark_urine,
## nausea,
## yellowing_of_eyes} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [832] {nausea,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.06097561 0.5813953 0.10487805 5.018360 300
## [833] {dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.06097561 0.7042254 0.08658537 1.810234 300
## [834] {dark_urine,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.06097561 0.7352941 0.08292683 4.433391 300
## [835] {dark_urine,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [836] {vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.06097561 0.7142857 0.08536585 6.165414 300
## [837] {dark_urine,
## yellowing_of_eyes,
## yellowish_skin} => {fatigue} 0.06097561 0.7042254 0.08658537 1.793369 300
## [838] {dark_urine,
## fatigue,
## yellowish_skin} => {yellowing_of_eyes} 0.06097561 0.7352941 0.08292683 4.433391 300
## [839] {dark_urine,
## fatigue,
## yellowing_of_eyes} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [840] {fatigue,
## yellowing_of_eyes,
## yellowish_skin} => {dark_urine} 0.06097561 0.7246377 0.08414634 6.254767 300
## [841] {dark_urine,
## nausea,
## yellowing_of_eyes} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [842] {dark_urine,
## vomiting,
## yellowing_of_eyes} => {nausea} 0.06097561 0.9433962 0.06463415 4.050183 300
## [843] {dark_urine,
## nausea,
## vomiting} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [844] {nausea,
## vomiting,
## yellowing_of_eyes} => {dark_urine} 0.06097561 0.7142857 0.08536585 6.165414 300
## [845] {abdominal_pain,
## dark_urine,
## nausea} => {loss_of_appetite} 0.06097561 0.9615385 0.06341463 4.106571 300
## [846] {abdominal_pain,
## dark_urine,
## loss_of_appetite} => {nausea} 0.06097561 0.7142857 0.08536585 3.066567 300
## [847] {dark_urine,
## loss_of_appetite,
## nausea} => {abdominal_pain} 0.06097561 0.9615385 0.06341463 4.584079 300
## [848] {abdominal_pain,
## loss_of_appetite,
## nausea} => {dark_urine} 0.06097561 0.7142857 0.08536585 6.165414 300
## [849] {abdominal_pain,
## dark_urine,
## loss_of_appetite} => {vomiting} 0.06097561 0.7142857 0.08536585 1.836095 300
## [850] {abdominal_pain,
## dark_urine,
## vomiting} => {loss_of_appetite} 0.06097561 0.7246377 0.08414634 3.094807 300
## [851] {dark_urine,
## loss_of_appetite,
## vomiting} => {abdominal_pain} 0.06097561 0.9615385 0.06341463 4.584079 300
## [852] {abdominal_pain,
## loss_of_appetite,
## vomiting} => {dark_urine} 0.06097561 0.5813953 0.10487805 5.018360 300
## [853] {abdominal_pain,
## dark_urine,
## loss_of_appetite} => {fatigue} 0.06097561 0.7142857 0.08536585 1.818988 300
## [854] {abdominal_pain,
## dark_urine,
## fatigue} => {loss_of_appetite} 0.06097561 0.7246377 0.08414634 3.094807 300
## [855] {dark_urine,
## fatigue,
## loss_of_appetite} => {abdominal_pain} 0.06097561 0.9615385 0.06341463 4.584079 300
## [856] {abdominal_pain,
## fatigue,
## loss_of_appetite} => {dark_urine} 0.06097561 0.9433962 0.06463415 8.142999 300
## [857] {joint_pain,
## yellowing_of_eyes,
## yellowish_skin} => {nausea} 0.06097561 0.9433962 0.06463415 4.050183 300
## [858] {joint_pain,
## nausea,
## yellowish_skin} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [859] {joint_pain,
## nausea,
## yellowing_of_eyes} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [860] {nausea,
## yellowing_of_eyes,
## yellowish_skin} => {joint_pain} 0.06097561 0.5813953 0.10487805 4.181967 300
## [861] {joint_pain,
## yellowing_of_eyes,
## yellowish_skin} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [862] {joint_pain,
## vomiting,
## yellowish_skin} => {yellowing_of_eyes} 0.06097561 0.9803922 0.06219512 5.911188 300
## [863] {joint_pain,
## vomiting,
## yellowing_of_eyes} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [864] {vomiting,
## yellowing_of_eyes,
## yellowish_skin} => {joint_pain} 0.06097561 0.7142857 0.08536585 5.137845 300
## [865] {abdominal_pain,
## joint_pain,
## yellowish_skin} => {loss_of_appetite} 0.06097561 0.9615385 0.06341463 4.106571 300
## [866] {joint_pain,
## loss_of_appetite,
## yellowish_skin} => {abdominal_pain} 0.06097561 0.9615385 0.06341463 4.584079 300
## [867] {abdominal_pain,
## joint_pain,
## loss_of_appetite} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [868] {abdominal_pain,
## loss_of_appetite,
## yellowish_skin} => {joint_pain} 0.06097561 0.5747126 0.10609756 4.133898 300
## [869] {joint_pain,
## nausea,
## yellowing_of_eyes} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [870] {joint_pain,
## vomiting,
## yellowing_of_eyes} => {nausea} 0.06097561 0.9433962 0.06463415 4.050183 300
## [871] {joint_pain,
## nausea,
## vomiting} => {yellowing_of_eyes} 0.06097561 0.7246377 0.08414634 4.369139 300
## [872] {nausea,
## vomiting,
## yellowing_of_eyes} => {joint_pain} 0.06097561 0.7142857 0.08536585 5.137845 300
## [873] {abdominal_pain,
## joint_pain,
## nausea} => {loss_of_appetite} 0.06097561 0.9615385 0.06341463 4.106571 300
## [874] {abdominal_pain,
## joint_pain,
## loss_of_appetite} => {nausea} 0.06097561 0.9433962 0.06463415 4.050183 300
## [875] {joint_pain,
## loss_of_appetite,
## nausea} => {abdominal_pain} 0.06097561 0.7042254 0.08658537 3.357353 300
## [876] {abdominal_pain,
## loss_of_appetite,
## nausea} => {joint_pain} 0.06097561 0.7142857 0.08536585 5.137845 300
## [877] {abdominal_pain,
## joint_pain,
## loss_of_appetite} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [878] {abdominal_pain,
## joint_pain,
## vomiting} => {loss_of_appetite} 0.06097561 0.9615385 0.06341463 4.106571 300
## [879] {joint_pain,
## loss_of_appetite,
## vomiting} => {abdominal_pain} 0.06097561 0.7142857 0.08536585 3.405316 300
## [880] {abdominal_pain,
## loss_of_appetite,
## vomiting} => {joint_pain} 0.06097561 0.5813953 0.10487805 4.181967 300
## [881] {joint_pain,
## loss_of_appetite,
## vomiting} => {fatigue} 0.06097561 0.7142857 0.08536585 1.818988 300
## [882] {fatigue,
## joint_pain,
## loss_of_appetite} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [883] {fatigue,
## joint_pain,
## vomiting} => {loss_of_appetite} 0.06097561 0.9803922 0.06219512 4.187092 300
## [884] {fatigue,
## loss_of_appetite,
## vomiting} => {joint_pain} 0.06097561 0.7042254 0.08658537 5.065481 300
## [885] {abdominal_pain,
## loss_of_appetite,
## yellowish_skin} => {fatigue} 0.06097561 0.5747126 0.10609756 1.463554 300
## [886] {abdominal_pain,
## fatigue,
## yellowish_skin} => {loss_of_appetite} 0.06097561 0.7246377 0.08414634 3.094807 300
## [887] {fatigue,
## loss_of_appetite,
## yellowish_skin} => {abdominal_pain} 0.06097561 0.7246377 0.08414634 3.454668 300
## [888] {abdominal_pain,
## fatigue,
## loss_of_appetite} => {yellowish_skin} 0.06097561 0.9433962 0.06463415 5.089374 300
## [889] {headache,
## high_fever,
## malaise} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [890] {fatigue,
## headache,
## malaise} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [891] {fatigue,
## high_fever,
## malaise} => {headache} 0.06097561 0.5747126 0.10609756 2.493462 300
## [892] {fatigue,
## headache,
## high_fever} => {malaise} 0.06097561 0.7042254 0.08658537 4.935596 300
## [893] {abdominal_pain,
## nausea,
## vomiting} => {fatigue} 0.06097561 0.5813953 0.10487805 1.480572 300
## [894] {abdominal_pain,
## fatigue,
## nausea} => {vomiting} 0.06097561 0.9433962 0.06463415 2.425031 300
## [895] {abdominal_pain,
## fatigue,
## vomiting} => {nausea} 0.06097561 0.7142857 0.08536585 3.066567 300
## [896] {fatigue,
## nausea,
## vomiting} => {abdominal_pain} 0.06097561 0.5747126 0.10609756 2.739909 300
## [897] {chest_pain,
## chills,
## cough,
## phlegm} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [898] {chest_pain,
## cough,
## high_fever,
## phlegm} => {chills} 0.06097561 0.9433962 0.06463415 5.816428 300
## [899] {chills,
## cough,
## high_fever,
## phlegm} => {chest_pain} 0.06097561 1.0000000 0.06097561 7.068966 300
## [900] {chest_pain,
## chills,
## high_fever,
## phlegm} => {cough} 0.06097561 0.9433962 0.06463415 8.229627 300
## [901] {chest_pain,
## chills,
## cough,
## high_fever} => {phlegm} 0.06097561 0.9803922 0.06219512 13.625789 300
## [902] {chest_pain,
## chills,
## cough,
## phlegm} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [903] {chest_pain,
## cough,
## fatigue,
## phlegm} => {chills} 0.06097561 0.9433962 0.06463415 5.816428 300
## [904] {chills,
## cough,
## fatigue,
## phlegm} => {chest_pain} 0.06097561 1.0000000 0.06097561 7.068966 300
## [905] {chest_pain,
## chills,
## fatigue,
## phlegm} => {cough} 0.06097561 0.9433962 0.06463415 8.229627 300
## [906] {chest_pain,
## chills,
## cough,
## fatigue} => {phlegm} 0.06097561 0.9803922 0.06219512 13.625789 300
## [907] {chest_pain,
## cough,
## high_fever,
## phlegm} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [908] {chest_pain,
## cough,
## fatigue,
## phlegm} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [909] {cough,
## fatigue,
## high_fever,
## phlegm} => {chest_pain} 0.06097561 1.0000000 0.06097561 7.068966 300
## [910] {chest_pain,
## fatigue,
## high_fever,
## phlegm} => {cough} 0.06097561 0.9433962 0.06463415 8.229627 300
## [911] {chest_pain,
## cough,
## fatigue,
## high_fever} => {phlegm} 0.06097561 0.9803922 0.06219512 13.625789 300
## [912] {chest_pain,
## chills,
## high_fever,
## phlegm} => {fatigue} 0.06097561 0.9433962 0.06463415 2.402438 300
## [913] {chest_pain,
## chills,
## fatigue,
## phlegm} => {high_fever} 0.06097561 0.9433962 0.06463415 3.407863 300
## [914] {chest_pain,
## fatigue,
## high_fever,
## phlegm} => {chills} 0.06097561 0.9433962 0.06463415 5.816428 300
## [915] {chills,
## fatigue,
## high_fever,
## phlegm} => {chest_pain} 0.06097561 1.0000000 0.06097561 7.068966 300
## [916] {chest_pain,
## chills,
## fatigue,
## high_fever} => {phlegm} 0.06097561 0.9803922 0.06219512 13.625789 300#plot(sorted_rules[1:20], method = 'graph', engine = 'interactive', shading = "confidence")
plot(sorted_rules[1:20], method = "grouped matrix", engine = "htmlwidget")plot(sorted_rules[1:20], method = "matrix", engine = "htmlwidget")plot(sorted_rules[1:20], method = "graph", engine = "htmlwidget", data=trans)